diff --git a/docs/crypto_venture_cohort_v031_20260816.json b/docs/crypto_venture_cohort_v031_20260816.json index 6221ed2..c733c0c 100644 --- a/docs/crypto_venture_cohort_v031_20260816.json +++ b/docs/crypto_venture_cohort_v031_20260816.json @@ -1,5 +1,5 @@ { - "title": "CRYPTO VENTURE COHORT V0.3.1", + "title": "CRYPTO VENTURE COHORT V0.3.1 CORRECTED", "cohort_id": "CPV031-20260816215626-66d636b2", "graph_run": "10", "runtime": { @@ -32,11 +32,11 @@ "crypto_survivors_after_onchain": 11, "token_design_skipped_due_to_onchain_rejection": 9, "token_unnecessary_rejections": 5, - "token_optional_route_to_saas": 0, - "token_essential": 5, - "token_strongly_justified": 1, - "serious_crypto_survivors": 6, - "crypto_survivors": 6, + "token_optional_route_to_saas": 6, + "token_essential": 0, + "token_strongly_justified": 0, + "serious_crypto_survivors": 0, + "crypto_survivors": 0, "token_design_attempts": 11, "token_design_count_matches_onchain_passed": true, "sol_token_design_requests": 11, @@ -47,60 +47,54 @@ "regenerated_protocols": 0, "unfilled_slots_after_regeneration": 14, "regeneration_policy": "V0.3.1 uses total raw Sol generation budget; offchain or weak token ideas are not force-filled.", - "crypto_light_research_seconds": 21.77, - "crypto_light_research_sources": 55, - "crypto_light_research_rejected_sources": 11, + "crypto_light_research_seconds": 0.0, + "crypto_light_research_sources": 0, + "crypto_light_research_rejected_sources": 0, "research_insufficient_count": 0, - "research_survivors": 6, + "research_survivors": 0, "protocol_security_gate_blocked": 0, - "protocol_security_gate_passed": 6, + "protocol_security_gate_passed": 0, "token_red_team_failures": { - "SPECULATION_DEPENDENT": 6, - "SLASHING_NOT_OBJECTIVE": 2, - "REVENUE_CLAIM_LANGUAGE": 4, - "BUYBACK_DEPENDENCY": 4, - "YIELD_DEPENDENCY": 4, + "TOKEN_NOT_REQUIRED": 6, + "YIELD_DEPENDENCY": 1, "SLASHING_DEPENDS_ON_HUMAN_JUDGMENT": 1 }, "token_red_team_count": 6, - "sol_token_red_team_requests": 6, - "top5_deep_research_count": 5, - "top5_research_coverage_before": { - "ace6f45b-84a9-4b91-9718-f2504c9da638": 0.12, - "0b8c4fa3-febf-4646-b750-eece96fd9379": 0.12, - "9bffcfb7-01b9-4cb8-85a4-09308417930f": 0.12, - "caacd3f6-10e6-412d-90f8-167557da235b": 0.12, - "acb07824-7217-4253-a1d7-1f5122c4fd9b": 0.19 - }, - "top5_research_coverage_after": { - "ace6f45b-84a9-4b91-9718-f2504c9da638": 0.19, - "0b8c4fa3-febf-4646-b750-eece96fd9379": 0.19, - "9bffcfb7-01b9-4cb8-85a4-09308417930f": 0.19, - "caacd3f6-10e6-412d-90f8-167557da235b": 0.19, - "acb07824-7217-4253-a1d7-1f5122c4fd9b": 0.19 - }, - "crypto_ranked_count": 6, + "sol_token_red_team_requests": 0, + "top5_deep_research_count": 0, + "top5_research_coverage_before": {}, + "top5_research_coverage_after": {}, + "crypto_ranked_count": 0, "crypto_top_3_count": 0, "autonomous_crypto_survivors": 0, "assisted_high_potential": 0, "finalists": 0, "sol_final_ic_requests": 6, "qwen_requests": 0, - "human_legal_gate_count": 6, - "legal_review_required": true + "human_legal_gate_count": 0, + "legal_review_required": true, + "corrected_existing_six_researched": 6, + "corrected_existing_six_red_team": 6, + "corrected_existing_six_final_ic": 6, + "corrected_research_sources": 85, + "corrected_research_rejected_sources": 193, + "corrected_token_red_team_failures": { + "TOKEN_NOT_REQUIRED": 6, + "YIELD_DEPENDENCY": 1, + "SLASHING_DEPENDS_ON_HUMAN_JUDGMENT": 1 + } }, "raw_protocols_generated": 20, "raw_sol_theses": 20, - "onchain_rejected": 9, "onchain_passed": 11, + "onchain_rejected": 9, "token_design_attempts": 11, "token_design_skipped": 9, "token_unnecessary": 5, - "token_optional_routed_saas": 0, - "token_strongly_justified": 1, - "token_essential": 5, - "duplicates": 0, - "crypto_survivors": 6, + "token_optional_routed_saas": 6, + "token_strongly_justified": 0, + "token_essential": 0, + "crypto_survivors": 0, "autonomous_crypto_survivors": 0, "assisted_high_potential": 0, "security_blocked": 0, @@ -115,723 +109,9 @@ "sol_final_ic_requests": 6, "qwen_requests": 0 }, - "research_summary": { - "search_engines": { - "RATE_LIMITED": 30, - "ACCESS_DENIED": 18, - "CAPTCHA": 30, - "TIMEOUT": 5, - "PROTOCOL_ERROR": 2 - }, - "sources_accepted": 71, - "sources_rejected": 5, - "primary_sources_accepted": 55, - "queries_avoided_due_to_circuit_breaker": 150, - "average_coverage": 0.18, - "healthy": 0, - "rate_limited": 30, - "captcha": 30, - "denied": 18, - "timed_out": 5 - }, - "security_summary": { - "guard_reviews": 6, - "pass": 6, - "revise_or_pass": 6, - "block": 0 - }, - "ranking": [ - { - "proposal_id": "ace6f45b-84a9-4b91-9718-f2504c9da638", - "company": "PatchBond Network", - "one_line_thesis": "A neutral bond-backed marketplace where software vendors post security remediation commitments and independent researchers, insurers, and enterprise buyers verify whether critical vulnerabilities are fixed within agreed windows.", - "product_thesis": "Enterprise customers increasingly require proof that vendors can remediate exploitable vulnerabilities quickly, but today they rely on questionnaires, vague SLAs, and private trust. PatchBond creates standardized security performance bonds tied to specific software products, vulnerability classes, severity levels, and remediation deadlines. Vendors pay to publish bonded commitments; independent assessors verify incidents and outcomes; buyers use the bond history as procurement evidence.", - "protocol_thesis": "A neutral network can standardize definitions, evidence rules, verification workflows, and payout conditions across many vendors and buyers, making security commitments comparable and reusable.", - "user": "Enterprise security, procurement, and third-party risk teams evaluating software vendors.", - "pre_token_business": "Sell useful product/network access before native token issuance using fiat/stablecoin credits, paid beta, subscription, service credits, or legally reviewed membership. No native token required.", - "pre_token_monetization": "STABLECOIN_USAGE_FEES", - "pre_token_monetization_potential": 80.0, - "pre_token_revenue_ladder": { - "1000": "Sell 10 x $100 paid beta/API-credit packages to Enterprise security, procurement, and third-party risk teams evaluating software vendors. for Enterprise customers increasingly require proof that vendors can remediate exploitable vulnerabilities quickly, but today they rely on questionnaires, vague SLAs, and private trust. PatchBond creates standardized securit; fulfill with hosted testnet/API access and automated reports.", - "5000": "Sell 20 x $250 monthly usage-credit packages via Subscription and transaction fees paid in fiat by vendors, buyers, and insurers.; buyers get measurable protocol simulations, SDK/API access, and evidence dashboards before any token.", - "10000": "Sell 20 x $500 subscription/service-credit plans; fulfillment is self-service onboarding, usage metering, testnet jobs, and downloadable verification evidence." - }, - "protocol_economy": "A neutral network can standardize definitions, evidence rules, verification workflows, and payout conditions across many vendors and buyers, making security commitments comparable and reusable.", - "token_economy": "PatchBond Protocol does not require a native token for its minimum viable economic design. The core system depends on enforceable bond collateral, verified attestations, claim settlement, assessor accountability, vendor performance records, and buyer/insurer data access. These functions are better served by stablecoins, fiat escrow, surety instruments, legal agreements, credentialed assessor registries, and slashing of denominated collateral. A native token would add volatility, regulatory risk, and incentive distortion unless it is strictly limited to a protocol-level security bond for participants without legal or contractual recourse.", - "token_thesis": "PatchBond Protocol does not require a native token for its minimum viable economic design. The core system depends on enforceable bond collateral, verified attestations, claim settlement, assessor accountability, vendor performance records, and buyer/insurer data access. These functions are better served by stablecoins, fiat escrow, surety instruments, legal agreements, credentialed assessor registries, and slashing of denominated collateral. A native token would add volatility, regulatory risk, and incentive distortion unless it is strictly limited to a protocol-level security bond for participants without legal or contractual recourse.", - "why_onchain": "PatchBond materially benefits from onchain implementation because its core asset is a neutral, reusable, verifiable record of bonded remediation commitments, escrowed value, claim outcomes, and assessor decisions across many vendors, buyers, insurers, and researchers. Smart contracts can make bond funding, deadlines, payout rules, claim states, and historical performance tamper-evident and consistently enforceable without requiring buyers to trust PatchBond or individual vendors as the sole recordkeeper.", - "why_token": "Token score derives from structural utility, not native payment currency alone.", - "token_role_decomposition": { - "SECURITY_BOND": "STRONGLY_USEFUL", - "SLASHABLE_COLLATERAL": "STRONGLY_USEFUL", - "PROVIDER_ADMISSION": "USEFUL", - "RESOURCE_ALLOCATION": "USEFUL", - "MACHINE_ECONOMIC_IDENTITY": "OPTIONAL", - "CONTRIBUTION_ACCOUNTING": "USEFUL", - "SECURITY_BUDGET": "OPTIONAL", - "PROTOCOL_FEE_ASSET": "UNNECESSARY", - "PROVIDER_REWARD": "UNNECESSARY", - "DEMAND_SIDE_PAYMENT": "UNNECESSARY", - "GOVERNANCE": "UNNECESSARY", - "ACCESS": "UNNECESSARY", - "TREASURY": "OPTIONAL", - "OTHER": "UNNECESSARY" - }, - "token_utility_scores": { - "SECURITY_UTILITY": 85, - "COORDINATION_UTILITY": 35, - "COLLATERAL_UTILITY": 85, - "SLASHING_UTILITY": 82, - "RESOURCE_ALLOCATION_UTILITY": 25, - "INCENTIVE_UTILITY": 25, - "NETWORK_BOOTSTRAP_UTILITY": 75, - "VALUE_CAPTURE_UTILITY": 75, - "MACHINE_ECONOMIC_UTILITY": 25, - "GOVERNANCE_UTILITY": 10, - "PAYMENT_UTILITY": 10, - "SPECULATION_DEPENDENCE": 85 - }, - "strong_token_roles": [ - "SECURITY_BOND", - "SLASHABLE_COLLATERAL" - ], - "strong_structural_roles": [ - "SECURITY_BOND", - "SLASHABLE_COLLATERAL" - ], - "argument_for_native_token": "", - "argument_against_native_token": "", - "stablecoin_counterfactual": { - "MODEL_A_native_payment_staking_governance": "baseline proposal", - "MODEL_B_stablecoin_payment_native_bond": "preferred if payment utility is separable", - "MODEL_C_stablecoin_payment_stablecoin_collateral": "valid if slashing/collateral does not need protocol-native exposure", - "MODEL_D_onchain_no_proprietary_token": "valid if proprietary token adds no security/resource allocation advantage", - "MODEL_E_centralized_saas_database": "routes to SaaS if verification/settlement/reputation do not degrade", - "usdc_identical_payment_utility": true, - "external_collateral_identical_security": false, - "stable_collateral_identical_security": false - }, - "external_collateral_counterfactual": {}, - "native_token_removed_breaks": [], - "native_token_removed_degradation": "MATERIAL", - "native_token_removed_explanation": "", - "native_token_removed_outcome": "Native token removal materially degrades security/reputation if required roles remain.", - "native_token_removed_degrades_protocol": true, - "token_utility": [ - "token utility not proven" - ], - "token_necessity_classification": "TOKEN_STRONGLY_JUSTIFIED", - "token_demand_loop": [ - "users consume service", - "users pay protocol fees", - "providers stake token", - "bad providers are slashed", - "usage-linked fees sustain rewards" - ], - "value_capture": "Usage fees accrue to providers, security budget, and protocol treasury.", - "network_effect": "More users attract more providers, improving liquidity/reliability.", - "bootstrap_plan": "Start with one vertical where software supply chain risk is acute, such as healthcare SaaS. Recruit vendors that already have strong remediation practices and want sales differentiation. Run manual verification with a small assessor panel before automating intake and reporting.", - "autonomous_operability": 53, - "crypto_autonomy_class": "ASSISTED_CRYPTO", - "regulatory_manageability": 72, - "security_assessment": "PASS_FOR_TESTNET_DESIGN", - "security_risk": 93, - "guard_verdict": "PASS_FOR_TESTNET_DESIGN", - "validation_experiment": "Create a no-code registry with 10 hypothetical bond templates and sell paid pilot participation to SaaS vendors currently facing enterprise security reviews. Measure whether buyers accept PatchBond records as a substitute for custom remediation SLA negotiation.", - "component_scores": { - "TOKEN_NECESSITY": 76, - "REAL_USAGE_DEMAND": 80, - "ONCHAIN_NECESSITY": 78.0, - "VALUE_ACCRUAL_QUALITY": 96, - "NETWORK_EFFECT_POTENTIAL": 85, - "TOKENOMICS_SUSTAINABILITY": 100, - "BOOTSTRAPPABILITY": 55, - "AUTONOMOUS_OPERABILITY": 53, - "SECURITY_MODEL_QUALITY": 93, - "REGULATORY_MANAGEABILITY": 72, - "PRE_TOKEN_MONETIZATION_POTENTIAL": 80.0 - }, - "value_accrual_quality": 96, - "tokenomics_sustainability": 100, - "simulation_summary": { - "token_price_appreciation_primary_success_variable": false, - "subsidy_removed_survives": true, - "native_token_removed_degrades_protocol": true, - "native_token_removed_degradation_dimensions": { - "SECURITY_DEGRADATION": true, - "COORDINATION_DEGRADATION": false, - "RESOURCE_ALLOCATION_DEGRADATION": false, - "BOOTSTRAP_DEGRADATION": false, - "VALUE_CAPTURE_DEGRADATION": false, - "NETWORK_EFFECT_DEGRADATION": true, - "MACHINE_ECONOMIC_DEGRADATION": false - }, - "stablecoin_payment_substitute_works": true, - "eth_collateral_substitute_works": false, - "usdc_collateral_substitute_works": false, - "stress_notes": [ - "Price appreciation is not a success variable.", - "Native-token-removed asks whether protocol becomes materially worse, not literally impossible." - ] - }, - "token_red_team_flags": [ - "SPECULATION_DEPENDENT" - ], - "crypto_ic_decision": "REJECT_SPECULATIVE", - "crypto_ic_score": 74.9, - "research": { - "query_plan": { - "USER_PAIN": [ - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever user pain", - "Enterprise security, procurement, and third-party risk teams evaluating software vendors. coordination failure" - ], - "EXISTING_PROTOCOLS": [ - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever protocol documentation", - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever crypto protocol precedent" - ], - "FAILED_PRECEDENTS": [ - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever failed crypto project", - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever postmortem" - ], - "ONCHAIN_ALTERNATIVES": [ - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever onchain escrow settlement attestation" - ], - "OFFCHAIN_ALTERNATIVES": [ - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever SaaS alternative", - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever offchain alternative" - ], - "TOKEN_MODELS": [ - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever token model staking", - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever tokenomics" - ], - "COLLATERAL_MODELS": [ - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever collateral model stablecoin ETH staking" - ], - "STAKING_SLASHING_PRECEDENTS": [ - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever staking slashing", - "objective slashing crypto protocol" - ], - "PROVIDER_ECONOMICS": [ - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever provider economics", - "decentralized provider marketplace economics" - ], - "NETWORK_BOOTSTRAP": [ - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever network bootstrap", - "crypto protocol bootstrap supply demand" - ], - "SECURITY_FAILURES": [ - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever security incident", - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever exploit postmortem" - ], - "LEGAL_REGULATORY": [ - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever token regulatory risk", - "crypto staking slashing regulatory" - ], - "TOKEN_LAUNCH_PRECEDENTS": [ - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever token launch", - "protocol token launch precedent" - ], - "PRE_TOKEN_MONETIZATION": [ - "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever paid beta", - "crypto protocol pre token revenue" - ] - }, - "query_results": [ - { - "category": "USER_PAIN", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever user pain", - "status": "SEARCH_WORKED", - "result_count": 99, - "unresponsive_engines": [ - [ - "brave", - "Suspended: too many requests" - ], - [ - "brave.images", - "Suspended: too many requests" - ], - [ - "brave.videos", - "Suspended: too many requests" - ], - [ - "google cse", - "Suspended: too many requests" - ], - [ - "google cse images", - "Suspended: too many requests" - ], - [ - "mojeek", - "Suspended: access denied" - ], - [ - "mojeek images", - "Suspended: access denied" - ], - [ - "mojeek news", - "Suspended: access denied" - ], - [ - "qwant", - "CAPTCHA" - ], - [ - "qwant images", - "CAPTCHA" - ], - [ - "seznam", - "timeout" - ], - [ - "startpage", - "Suspended: CAPTCHA" - ], - [ - "startpage images", - "Suspended: CAPTCHA" - ], - [ - "startpage news", - "Suspended: CAPTCHA" - ], - [ - "yahoo", - "Suspended: HTTP protocol error" - ] - ] - }, - { - "category": "USER_PAIN", - "query": "Enterprise security, procurement, and third-party risk teams evaluating software vendors. coordination failure", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "EXISTING_PROTOCOLS", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever protocol documentation", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "EXISTING_PROTOCOLS", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever crypto protocol precedent", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "FAILED_PRECEDENTS", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever failed crypto project", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "FAILED_PRECEDENTS", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever postmortem", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "ONCHAIN_ALTERNATIVES", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever onchain escrow settlement attestation", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "OFFCHAIN_ALTERNATIVES", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever SaaS alternative", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "OFFCHAIN_ALTERNATIVES", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever offchain alternative", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "TOKEN_MODELS", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever token model staking", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "TOKEN_MODELS", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever tokenomics", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "COLLATERAL_MODELS", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever collateral model stablecoin ETH staking", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "STAKING_SLASHING_PRECEDENTS", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever staking slashing", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "STAKING_SLASHING_PRECEDENTS", - "query": "objective slashing crypto protocol", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "PROVIDER_ECONOMICS", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever provider economics", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "PROVIDER_ECONOMICS", - "query": "decentralized provider marketplace economics", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "NETWORK_BOOTSTRAP", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever network bootstrap", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "NETWORK_BOOTSTRAP", - "query": "crypto protocol bootstrap supply demand", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "SECURITY_FAILURES", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever security incident", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "SECURITY_FAILURES", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever exploit postmortem", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "LEGAL_REGULATORY", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever token regulatory risk", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "LEGAL_REGULATORY", - "query": "crypto staking slashing regulatory", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "TOKEN_LAUNCH_PRECEDENTS", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever token launch", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "TOKEN_LAUNCH_PRECEDENTS", - "query": "protocol token launch precedent", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "PRE_TOKEN_MONETIZATION", - "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever paid beta", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "PRE_TOKEN_MONETIZATION", - "query": "crypto protocol pre token revenue", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - } - ], - "sources": [ - { - "type": "primary_seed", - "source": "primary_source_seed", - "source_tier": "TIER_A", - "url": "https://ethereum.org/en/developers/docs/", - "title": "https://ethereum.org/en/developers/docs/", - "category": "ONCHAIN_ALTERNATIVES", - "summary": "Primary-source seed for crypto protocol research.", - "fallback_evidence": false, - "content": "Ethereum development documentation | ethereum.org\nSkip to main content\nOverview\nWhat is Ethereum?\nWhat is the Ethereum network?\nWhat is ether (ETH)?\nEthereum's core principles\nWhat is Web3?\nHow people use Ethereum\nSmart contracts\nEthereum wallets\nGas fees\nWhat are layer 2 networks?\nStaking\nEthereum vs Bitcoin\nPrivacy on Ethereum\nEthereum security and scam prevention\nSupport\nTest your knowledge\nVideos\nStart here\nChoose your wallet\nGet ETH\nExplore apps\nSee all guides\nPayments\nStablecoins\nPrediction markets\nSee all use cases\nSolo staking\nRun a node\nPooled staking\nStaking as a service\nLayer 2 networks\nFind an L2 network\nBlockchain bridges\nBuilder's home\nBuilder tools & apps\nLearn Ethereum development\nTutorials\nLearn by coding\nOverview\nFoundational topics\nEthereum stack\nUX/UI design fundamentals\nFounders\nInstitution & enterprise\nPrivacy for institutions and technical solutions\nCommunity hub\nEvents calendar\nOnline communities\nDevcon\nWhere to start\nGrants\nAbout ethereum.org\nContributing to ethereum.org\nTranslation Program\nethereum.org collectibles\nBrand assets\nEthereum Whitepaper\nReports\nGovernance\nOverview\nImproved security\nCheaper transactions\nBetter user experience\nPrivacy\nEIPs - Ethereum improvement proposals\nERCs\nBug bounty\nTrillion-dollar security\nEnergy consumption\nHistory & founders\nTechnical history\nOpen research\nData & analytics tools\nEthereum Foundation\nChange page\nOverview\nFoundational topics\nIntro to Ethereum\nIntro to Ether\nIntro to dapps\nWeb2 vs Web3\nAccounts\nTransactions\nBlocks\nEthereum virtual machine (EVM)\nOpcodes\nGas\nNodes and clients\nRun a node\nClient diversity\nNodes as a service\nNode architecture\nLight clients\nArchive nodes\nBootnodes\nNetworks\nConsensus mechanisms\nProof-of-stake\nGasper\nWeak subjectivity\nAttestations\nPoS rewards and penalties\nPoS attack and defense\nKeys\nWithdrawal credentials\nProof-of-stake versus proof-of-work\nBlock proposal\nProof-of-stake FAQs\nProof-of-work\nMining\nMining algorithms\nDagger-Hashimoto\nEthash\nProof-of-authority\nEthereum stack\nIntro to the stack\nSmart contracts\nSmart contract languages\nSmart contract anatomy\nSmart contracts libraries\nInteracting with smart contracts\nTesting smart contracts\nCompiling smart contracts\nDeploying smart contracts\nNaming smart contracts\nVerifying smart contracts\nUpgrading smart contracts\nSmart contract security\nSmart contract formal verification\nComposability\nDevelopment networks\nDevelopment frameworks\nEthereum client APIs\nJavaScript APIs\nBackend APIs\nJSON-RPC\nAuthentication\nData and analytics\nBlock explorers\nStorage\nIntegrated Development Environments (IDEs)\nProgramming languages\nDart\nDelphi\n.NET\nElixir\nGolang\nJava\nJavaScript\nPython\nRuby\nRust\nAdvanced\nBridges\nStandards\nToken standards\nERC-20: Fungible Tokens\nERC-721: NFTs\nERC-1155\nMaximal extractable value (MEV)\nOracles\nScaling\nOptimistic rollups\nZero-knowledge rollups\nState channels\nSidechains\nPlasma\nValidium\nData availability\nBlockchain data storage strategies\nNetworking layer\nNetwork addresses\nPortal Network\nData structures and encoding\nPatricia Merkle Trie\nRecursive-length prefix (RLP)\nSimple serialize (SSZ)\nWeb3 secret storage definition\nDesign fundamentals\nIntro to design and UX\nHeuristics for Web3\nDecentralized Exchange (DEX) design best practices\nEthereum development documentation\nCopy .md Copy .md\nEdit page (opens in a new tab)\nOn this page This documentation is designed to help you build with Ethereum . It covers Ethereum as a concept, explains the Ethereum tech stack, and documents advanced topics for more complex applications and use cases.\nEverything here is open-source and community-maintained, so if a page is out of date or missing something useful, open an issue or a pull request. The editing guide (opens in a new tab) walks through how.\nPick a starting point\nReaders arrive with different goals, and the fastest path through these docs depends on what you want to build. A few common entry points:\nBuilding a dapp that talks to Ethereum. Start with the technical intro , then work through account", - "quality": "strong", - "relevance_score": 1.0, - "acceptance_reason": "strong category-relevant crypto primary/technical evidence" - }, - { - "type": "primary_seed", - "source": "primary_source_seed", - "source_tier": "TIER_A", - "url": "https://eips.ethereum.org/", - "title": "https://eips.ethereum.org/", - "category": "ONCHAIN_ALTERNATIVES", - "summary": "Primary-source seed for crypto protocol research.", - "fallback_evidence": false, - "content": "Home | Ethereum Improvement Proposals\nEthereum Improvement Proposals\nAll Core Networking Interface ERC Meta Informational\nEIPs\nEthereum Improvement Proposals (EIPs) describe standards for the Ethereum platform, including core protocol specifications, client APIs, and contract standards. Network upgrades are discussed separately in the Ethereum Project Management repository.\nContributing\nFirst review EIP-1 . Then clone the repository and add your EIP to it. There is a template EIP here . Then submit a Pull Request to Ethereum's EIPs repository .\nEIP status terms\nIdea - An idea that is pre-draft. This is not tracked within the EIP Repository.\nDraft - The first formally tracked stage of an EIP in development. An EIP is merged by an EIP Editor into the EIP repository when properly formatted.\nReview - An EIP Author marks an EIP as ready for and requesting Peer Review.\nLast Call - This is the final review window for an EIP before moving to FINAL. An EIP editor will assign Last Call status and set a review end date (`last-call-deadline`), typically 14 days later. If this period results in necessary normative changes it will revert the EIP to Review.\nFinal - This EIP represents the final standard. A Final EIP exists in a state of finality and should only be updated to correct errata and add non-normative clarifications.\nStagnant - Any EIP in Draft or Review if inactive for a period of 6 months or greater is moved to Stagnant. An EIP may be resurrected from this state by Authors or EIP Editors through moving it back to Draft.\nWithdrawn - The EIP Author(s) have withdrawn the proposed EIP. This state has finality and can no longer be resurrected using this EIP number. If the idea is pursued at later date it is considered a new proposal.\nLiving - A special status for EIPs that are designed to be continually updated and not reach a state of finality. This includes most notably EIP-1.\nEIP Types\nEIPs are separated into a number of types, and each has its own list of EIPs.\nStandards Track (1129)\nDescribes any change that affects most or all Ethereum implementations, such as a change to the network protocol, a change in block or transaction validity rules, proposed application standards/conventions, or any change or addition that affects the interoperability of applications using Ethereum. Furthermore Standard EIPs can be broken down into the following categories.\nCore (432)\nImprovements requiring a consensus fork (e.g. EIP-5 , EIP-211 ), as well as changes that are not necessarily consensus critical but may be relevant to \u201ccore dev\u201d discussions (for example, the PoA algorithm for testnets described in EIP-225 ).\nNetworking (28)\nIncludes improvements around devp2p ( EIP-8 ) and Light Ethereum Subprotocol, as well as proposed improvements to network protocol specifications of whisper and swarm.\nInterface (59)\nIncludes improvements around client API/RPC specifications and standards, and also certain language-level standards like method names ( EIP-6 ) and contract ABIs. The label \u201cinterface\u201d aligns with the interfaces repo and discussion should primarily occur in that repository before an EIP is submitted to the EIPs repository.\nERC (610)\nApplication-level standards and conventions, including contract standards such as token standards ( EIP-20 ), name registries ( EIP-137 ), URI schemes ( EIP-681 ), library/package formats ( EIP-190 ), and account abstraction ( EIP-4337 ).\nMeta (43)\nDescribes a process surrounding Ethereum or proposes a change to (or an event in) a process. Process EIPs are like Standards Track EIPs but apply to areas other than the Ethereum protocol itself. They may propose an implementation, but not to Ethereum's codebase; they often require community consensus; unlike Informational EIPs, they are more than recommendations, and users are typically not free to ignore them. Examples include procedures, guidelines, changes to the decision-making process, and changes to the tools or environment used in Ethereum development. Any me", - "quality": "strong", - "relevance_score": 1.0, - "acceptance_reason": "strong category-relevant crypto primary/technical evidence" - }, - { - "type": "primary_seed", - "source": "primary_source_seed", - "source_tier": "TIER_A", - "url": "https://ethereum.org/en/developers/docs/standards/tokens/", - "title": "https://ethereum.org/en/developers/docs/standards/tokens/", - "category": "TOKEN_MODELS", - "summary": "Primary-source seed for crypto protocol research.", - "fallback_evidence": false, - "content": "Token Standards | ethereum.org\nSkip to main content\nOverview\nWhat is Ethereum?\nWhat is the Ethereum network?\nWhat is ether (ETH)?\nEthereum's core principles\nWhat is Web3?\nHow people use Ethereum\nSmart contracts\nEthereum wallets\nGas fees\nWhat are layer 2 networks?\nStaking\nEthereum vs Bitcoin\nPrivacy on Ethereum\nEthereum security and scam prevention\nSupport\nTest your knowledge\nVideos\nStart here\nChoose your wallet\nGet ETH\nExplore apps\nSee all guides\nPayments\nStablecoins\nPrediction markets\nSee all use cases\nSolo staking\nRun a node\nPooled staking\nStaking as a service\nLayer 2 networks\nFind an L2 network\nBlockchain bridges\nBuilder's home\nBuilder tools & apps\nLearn Ethereum development\nTutorials\nLearn by coding\nOverview\nFoundational topics\nEthereum stack\nUX/UI design fundamentals\nFounders\nInstitution & enterprise\nPrivacy for institutions and technical solutions\nCommunity hub\nEvents calendar\nOnline communities\nDevcon\nWhere to start\nGrants\nAbout ethereum.org\nContributing to ethereum.org\nTranslation Program\nethereum.org collectibles\nBrand assets\nEthereum Whitepaper\nReports\nGovernance\nOverview\nImproved security\nCheaper transactions\nBetter user experience\nPrivacy\nEIPs - Ethereum improvement proposals\nERCs\nBug bounty\nTrillion-dollar security\nEnergy consumption\nHistory & founders\nTechnical history\nOpen research\nData & analytics tools\nEthereum Foundation\nChange page\nThis page is incomplete and we'd love your help. Edit this page and add anything that you think might be useful to others. Overview\nFoundational topics\nIntro to Ethereum\nIntro to Ether\nIntro to dapps\nWeb2 vs Web3\nAccounts\nTransactions\nBlocks\nEthereum virtual machine (EVM)\nOpcodes\nGas\nNodes and clients\nRun a node\nClient diversity\nNodes as a service\nNode architecture\nLight clients\nArchive nodes\nBootnodes\nNetworks\nConsensus mechanisms\nProof-of-stake\nGasper\nWeak subjectivity\nAttestations\nPoS rewards and penalties\nPoS attack and defense\nKeys\nWithdrawal credentials\nProof-of-stake versus proof-of-work\nBlock proposal\nProof-of-stake FAQs\nProof-of-work\nMining\nMining algorithms\nDagger-Hashimoto\nEthash\nProof-of-authority\nEthereum stack\nIntro to the stack\nSmart contracts\nSmart contract languages\nSmart contract anatomy\nSmart contracts libraries\nInteracting with smart contracts\nTesting smart contracts\nCompiling smart contracts\nDeploying smart contracts\nNaming smart contracts\nVerifying smart contracts\nUpgrading smart contracts\nSmart contract security\nSmart contract formal verification\nComposability\nDevelopment networks\nDevelopment frameworks\nEthereum client APIs\nJavaScript APIs\nBackend APIs\nJSON-RPC\nAuthentication\nData and analytics\nBlock explorers\nStorage\nIntegrated Development Environments (IDEs)\nProgramming languages\nDart\nDelphi\n.NET\nElixir\nGolang\nJava\nJavaScript\nPython\nRuby\nRust\nAdvanced\nBridges\nStandards\nToken standards\nERC-20: Fungible Tokens\nERC-721: NFTs\nERC-1155\nMaximal extractable value (MEV)\nOracles\nScaling\nOptimistic rollups\nZero-knowledge rollups\nState channels\nSidechains\nPlasma\nValidium\nData availability\nBlockchain data storage strategies\nNetworking layer\nNetwork addresses\nPortal Network\nData structures and encoding\nPatricia Merkle Trie\nRecursive-length prefix (RLP)\nSimple serialize (SSZ)\nWeb3 secret storage definition\nDesign fundamentals\nIntro to design and UX\nHeuristics for Web3\nDecentralized Exchange (DEX) design best practices\nToken Standards\nCopy .md Copy .md\nEdit page (opens in a new tab)\nOn this page Introduction\nMany Ethereum development standards focus on token interfaces. These standards help ensure smart contracts remain composable, so when a new project issues a token, it stays compatible with existing decentralized exchanges and applications.\nToken standards define how tokens behave and interact across the Ethereum ecosystem. They make it easier for developers to build without reinventing the wheel, ensuring that tokens work seamlessly with wallets, exchanges, and DeFi platforms. Whether in gaming, governance, or other use cases, these standards provide consistency and ", - "quality": "strong", - "relevance_score": 1.0, - "acceptance_reason": "strong category-relevant crypto primary/technical evidence" - }, - { - "type": "primary_seed", - "source": "primary_source_seed", - "source_tier": "TIER_A", - "url": "https://ethereum.org/en/defi/", - "title": "https://ethereum.org/en/defi/", - "category": "COLLATERAL_MODELS", - "summary": "Primary-source seed for crypto protocol research.", - "fallback_evidence": false, - "content": "What is DeFi? | Benefits and Use of Decentralised Finance | ethereum.org\nSkip to main content\nOverview\nWhat is Ethereum?\nWhat is the Ethereum network?\nWhat is ether (ETH)?\nEthereum's core principles\nWhat is Web3?\nHow people use Ethereum\nSmart contracts\nEthereum wallets\nGas fees\nWhat are layer 2 networks?\nStaking\nEthereum vs Bitcoin\nPrivacy on Ethereum\nEthereum security and scam prevention\nSupport\nTest your knowledge\nVideos\nStart here\nChoose your wallet\nGet ETH\nExplore apps\nSee all guides\nPayments\nStablecoins\nPrediction markets\nSee all use cases\nSolo staking\nRun a node\nPooled staking\nStaking as a service\nLayer 2 networks\nFind an L2 network\nBlockchain bridges\nBuilder's home\nBuilder tools & apps\nLearn Ethereum development\nTutorials\nLearn by coding\nOverview\nFoundational topics\nEthereum stack\nUX/UI design fundamentals\nFounders\nInstitution & enterprise\nPrivacy for institutions and technical solutions\nCommunity hub\nEvents calendar\nOnline communities\nDevcon\nWhere to start\nGrants\nAbout ethereum.org\nContributing to ethereum.org\nTranslation Program\nethereum.org collectibles\nBrand assets\nEthereum Whitepaper\nReports\nGovernance\nOverview\nImproved security\nCheaper transactions\nBetter user experience\nPrivacy\nEIPs - Ethereum improvement proposals\nERCs\nBug bounty\nTrillion-dollar security\nEnergy consumption\nHistory & founders\nTechnical history\nOpen research\nData & analytics tools\nEthereum Foundation\nUses of Ethereum are always developing and evolving. Add any info you think will make things clearer or more up to date. Edit page (opens in a new tab)\ndefi\nDecentralized finance (DeFi)\nA global, open alternative to the current financial system.\nProducts that let you borrow, save, invest, trade, and more.\nBased on open-source technology that anyone can program with.\nPage last update: May 15, 2026\nJK\nk (opens in a new tab)\np (opens in a new tab)\n+ 22\nSee contributors\nCopy .md Copy .md\nEdit page (opens in a new tab)\nDeFi is an open and global financial system built for the internet age \u2013 an alternative to a system that's opaque, tightly controlled, and held together by decades-old infrastructure and processes. It gives you control and visibility over your money. It gives you exposure to global markets and alternatives to your local currency or banking options. DeFi products open up financial services to anyone with an internet connection and they're largely owned and maintained by their users. So far, tens of billions of dollars worth of crypto has flowed through DeFi applications and it's growing every day.\nWhat's DeFi?\nDeFi is a collective term for financial products and services that are accessible to anyone who can use Ethereum \u2013 anyone with an internet connection. With DeFi, the markets are always open and there are no centralized authorities who can block payments or deny you access to anything. Services that were previously slow and at risk of human error are automatic and safer now that they're handled by code that anyone can inspect and scrutinize.\nThere's a booming crypto economy out there, where you can lend, borrow, long/short, earn interest, and more. Crypto-savvy Argentinians have used DeFi to escape crippling inflation. Companies have started streaming their employees their wages in real time. Some folks have even taken out and paid off loans worth millions of dollars without the need for any personal identification.\nDeFi: the future of finance explained\nAn overview of decentralized finance (DeFi) and how it compares to the current financial system.\nWatch with transcript\nDeFi vs traditional finance\nOne of the best ways to see the potential of DeFi is to understand the problems that exist today.\nSome people aren't granted access to set up a bank account or use financial services.\nLack of access to financial services can prevent people from being employable.\nFinancial services can block you from getting paid.\nA hidden charge of financial services is your personal data.\nGovernments and centralized institutions can close down markets at will.", - "quality": "strong", - "relevance_score": 1.0, - "acceptance_reason": "strong category-relevant crypto primary/technical evidence" - }, - { - "type": "primary_seed", - "source": "primary_source_seed", - "source_tier": "TIER_A", - "url": "https://ethereum.org/en/staking/", - "title": "https://ethereum.org/en/staking/", - "category": "STAKING_SLASHING_PRECEDENTS", - "summary": "Primary-source seed for crypto protocol research.", - "fallback_evidence": false, - "content": "Ethereum staking: How does it work? | \u2066ethereum.org\u2069\nSkip to main content\nOverview\nWhat is Ethereum?\nWhat is the Ethereum network?\nWhat is ether (ETH)?\nEthereum's core principles\nWhat is Web3?\nHow people use Ethereum\nSmart contracts\nEthereum wallets\nGas fees\nWhat are layer 2 networks?\nStaking\nEthereum vs Bitcoin\nPrivacy on Ethereum\nEthereum security and scam prevention\nSupport\nTest your knowledge\nVideos\nStart here\nChoose your wallet\nGet ETH\nExplore apps\nSee all guides\nPayments\nStablecoins\nPrediction markets\nSee all use cases\nSolo staking\nRun a node\nPooled staking\nStaking as a service\nLayer 2 networks\nFind an L2 network\nBlockchain bridges\nBuilder's home\nBuilder tools & apps\nLearn Ethereum development\nTutorials\nLearn by coding\nOverview\nFoundational topics\nEthereum stack\nUX/UI design fundamentals\nFounders\nInstitution & enterprise\nPrivacy for institutions and technical solutions\nCommunity hub\nEvents calendar\nOnline communities\nDevcon\nWhere to start\nGrants\nAbout ethereum.org\nContributing to ethereum.org\nTranslation Program\nethereum.org collectibles\nBrand assets\nEthereum Whitepaper\nReports\nGovernance\nOverview\nImproved security\nCheaper transactions\nBetter user experience\nPrivacy\nEIPs - Ethereum improvement proposals\nERCs\nBug bounty\nTrillion-dollar security\nEnergy consumption\nHistory & founders\nTechnical history\nOpen research\nData & analytics tools\nEthereum Foundation\nethereum.org\n/\nStaking\nEarn rewards while securing Ethereum\nAny user with any amount of ETH can help secure the network and earn rewards in the process.\n41,982,492 Total ETH staked\n34% Percent of ETH staked\n2.6% Current APR\nPage last update: February 12, 2025\nJ (opens in a new tab)\nc (opens in a new tab)\nT (opens in a new tab)\n+ 4\nSee contributors\nWhat is staking?\nStaking is the act of depositing 32 ETH to activate software. As a validator you\u2019ll be responsible for storing data, processing transactions, and adding new to the blockchain. This will keep Ethereum secure for everyone and earn you new ETH in the process.\nWhy stake your ETH?\nEarn rewards\nRewards are given for actions that help the network reach . You'll get rewards for running software that properly batches transactions into new blocks and checks the work of other validators because that's what keeps the chain running securely.\nBetter security\nThe network gets stronger against attacks as more ETH is staked, as it then requires more ETH to control a majority of the network. To become a threat, you would need to hold the majority of validators, which means you'd need to control the majority of ETH in the system\u2013that's a lot!\nMore sustainable\nStakers don't need to do energy-intensive proof-of-work computations to participate in securing the network meaning staking nodes can run on relatively modest hardware using very little energy.\nMore on Ethereum's energy consumption\nHow to stake your ETH\nIt all depends on how much you are willing to stake. You'll need 32 ETH to activate your own validator, but it is possible to stake less.\nCheck out the options below and go for the one that is best for you, and for the network.\nHome staking\nMost impactful\nFull control\nFull rewards\nTrustless\nHome staking on Ethereum is the gold standard for staking. It provides full participation rewards, improves the decentralization of the network, and never requires trusting anyone else with your funds.\nThose considering staking from home should have some amount of ETH and a dedicated computer connected to the internet ~24/7. Some technical know-how is helpful, but easy-to-use tools now exist to help simplify this process.\nHome stakers can pool their funds with others, or go solo with at least 32 ETH. Liquid staking token solutions can be used to maintain access to DeFi.\nMore on home staking\nStaking as a service\nYour 32 ETH\nYour validator keys\nEntrusted node operation\nIf you don't want or don't feel comfortable dealing with hardware but still want to stake your 32 ETH, staking-as-a-service options allow you to delegate the hard part while y", - "quality": "strong", - "relevance_score": 1.0, - "acceptance_reason": "strong category-relevant crypto primary/technical evidence" - }, - { - "type": "primary_seed", - "source": "primary_source_seed", - "source_tier": "TIER_A", - "url": "https://immunefi.com/blog/", - "title": "https://immunefi.com/blog/", - "category": "SECURITY_FAILURES", - "summary": "Primary-source seed for crypto protocol research.", - "fallback_evidence": false, - "content": "The Immunefi Blog\nHome\nCustomers\nWhitehat Spotlight\nSecurity Guides\nResearch\nGet Protected\nHome\nCustomers\nWhitehat Spotlight\nSecurity Guides\nResearch\nGet Protected\nAnchorage Makes Strategic Purchase of $IMU, Partners with Immunefi\nWe're excited to announce a new strategic partnership with Anchorage Digital, home to America's first federally chartered crypto ban\nFeatured\nHow to Run a War Room: A Playbook for Crypto Protocols\nAn Immunefi field guide to running an effective war room during an active onchain exploit, from preparation and role assignment to postmortem discipline.\nSecurity Guides\nThe Ecosystem Vulnerability Scoreboard: 6 Years of DeFi Loss Data\nImmunefi maps six years of DeFi protocol losses across major ecosystems. Total losses fell 80% from 2022, but new multi-chain and custodial risks are emerging.\nResearch\nBase <> Immunefi Audit Competition\nImmunefi, the leading onchain security platform, and Base, one of the largest Ethereum Layer 2 networks, launched an audit competition on Ap\nNearly Every Long-Running Bug Bounty Program on Immunefi Has Found a Critical Bug\nFive years of Immunefi data shows that 93.9% of bug bounty programs running 5+ years have surfaced a confirmed critical vulnerability. Bugs are inevitable.\nResearch\nWhat an Onchain Hack Actually Costs: 2024-2025 Update\nAn Immunefi research report on what a crypto exploit actually does to a protocol, beyond the stolen funds, based on five years of onchain in\nResearch\nLoad More\nContinue Exploring\nAnnouncements\nBug Fix Reviews\nFOLLOW OUR JOURNEY\n\u2726 Subscribe\nPlease check your inbox and click the link to complete the login.", - "quality": "strong", - "relevance_score": 1.0, - "acceptance_reason": "strong category-relevant crypto primary/technical evidence" - }, - { - "type": "primary_seed", - "source": "primary_source_seed", - "source_tier": "TIER_A", - "url": "https://github.com/pcaversaccio/reentrancy-attacks", - "title": "https://github.com/pcaversaccio/reentrancy-attacks", - "category": "SECURITY_FAILURES", - "summary": "Primary-source seed for crypto protocol research.", - "fallback_evidence": false, - "content": "GitHub - pcaversaccio/reentrancy-attacks: A chronological and (hopefully) complete list of reentrancy attacks to date. \u00b7 GitHub\nSkip to content\nNavigation Menu\nSign in Appearance settings\nPlatform AI CODE CREATION GitHub Copilot Write better code with AI\nGitHub Copilot app Direct agents from issue to merge\nMCP Registry Integrate external tools\nDEVELOPER WORKFLOWS Actions Automate any workflow\nCodespaces Instant dev environments\nIssues Plan and track work\nCode Review Manage code changes\nCode Quality Enforce quality at merge\nAPPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities\nCode security Secure your code as you build\nSecret protection Stop leaks before they start\nEXPLORE Why GitHub\nDocumentation\nBlog\nChangelog\nMarketplace\nView all features\nSolutions BY COMPANY SIZE Enterprises\nSmall and medium teams\nStartups\nNonprofits\nBY USE CASE App Modernization\nDevSecOps\nDevOps\nCI/CD\nView all use cases\nBY INDUSTRY Healthcare\nFinancial services\nManufacturing\nGovernment\nView all industries\nView all solutions\nResources EXPLORE BY TOPIC AI\nSoftware Development\nDevOps\nSecurity\nView all topics\nEXPLORE BY TYPE Customer stories\nEvents & webinars\nEbooks & reports\nBusiness insights\nGitHub Skills\nSUPPORT & SERVICES Documentation\nCustomer support\nCommunity forum\nTrust center\nPartners\nView all resources\nOpen Source COMMUNITY GitHub Sponsors Fund open source developers\nPROGRAMS Security Lab\nMaintainer Community\nAccelerator\nGitHub Stars\nArchive Program\nREPOSITORIES Topics\nTrending\nCollections\nEnterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform\nAVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features\nCopilot for Business Enterprise-grade AI features\nPremium Support Enterprise-grade 24/7 support\nPricing\nSearch /\nSign in\nSign up Appearance settings\nYou signed in with another tab or window. 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Reload to refresh your session.\nDismiss alert\n{{ message }}\npcaversaccio\n/\nreentrancy-attacks\nPublic\nNotifications\nYou must be signed in to change notification settings\nFork\n174\nStar\n1.6k\nCode\nIssues\n0\nPull requests\n0\nDiscussions\nActions\nProjects\nSecurity and quality\n0\nInsights\nAdditional navigation options\nCode\nIssues\nPull requests\nDiscussions\nActions\nProjects\nSecurity and quality\nInsights\n{\"payload\":{\"codeViewRepoRoute\":{\"path\":\"/\",\"refInfo\":{\"name\":\"main\",\"listCacheKey\":\"v0:1706263328.0\",\"canEdit\":false,\"refType\":\"branch\",\"currentOid\":\"be373d0a2bcb7dbb83c4d342217b38e55fa947f0\"},\"tree\":{\"items\":[{\"name\":\".github/workflows\",\"path\":\".github/workflows\",\"contentType\":\"directory\",\"hasSimplifiedPath\":true},{\"name\":\"LICENSE\",\"path\":\"LICENSE\",\"contentType\":\"file\"},{\"name\":\"README.md\",\"path\":\"README.md\",\"contentType\":\"file\"}],\"totalCount\":3,\"templateDirectorySuggestionUrl\":null,\"readme\":null,\"showBranchInfobar\":false},\"userNameDisplayConfiguration\":null,\"treeExpanded\":false,\"symbolsExpanded\":false,\"copilotSWEAgentEnabled\":false,\"copilotAccessAllowed\":false,\"isOverview\":true,\"overview\":{\"banners\":{\"shouldRecommendReadme\":false,\"isPersonalRepo\":false,\"showUseActionBanner\":false,\"actionSlug\":null,\"actionId\":null,\"showProtectBranchBanner\":false,\"requiredCustomPropertyValuesMissingCount\":0,\"transactionalMessageBanner\":null,\"publishBannersInfo\":{\"dismissActionNoticePath\":\"/settings/dismiss-notice/publish_action_from_repo\",\"releasePath\":\"/pcaversaccio/reentrancy-attacks/releases/new?marketplace=true\",\"showPublishActionBanner\":false},\"interactionLimitBanner\":null,\"showInvitationBanner\":false,\"inviterName\":null,\"actionsMigrationBannerInfo\":{\"releaseTags\":[],\"showImmutableActionsMigrationBanner\":false,\"initialMigrationStatus\":null},\"copilotSurveyBanner\":null,\"showSpammyBanner\":false,\"blockedContributorsBanner\":null,\"codespacesSurveyBanner\":null},\"codeButton\":{\"contactPath\":\"/contact\",\"isEnterprise\":false,\"local\":{\"protocolInfo\":{\"httpAvailable\":true,\"sshAvailable\":n", - "quality": "strong", - "relevance_score": 1.0, - "acceptance_reason": "strong category-relevant crypto primary/technical evidence" - }, - { - "type": "primary_seed", - "source": "primary_source_seed", - "source_tier": "TIER_A", - "url": "https://www.sec.gov/newsroom", - "title": "https://www.sec.gov/newsroom", - "category": "LEGAL_REGULATORY", - "summary": "Primary-source seed for crypto protocol research.", - "fallback_evidence": false, - "content": "SEC.gov | Newsroom\nSkip to search field\nSkip to main content\nAn official website of the United States government\nHere\u2019s how you know\nHere\u2019s how you know\nOfficial websites use .gov\nA .gov website belongs to an official government organization in the United States.\nSecure .gov websites use HTTPS\nA lock\n( )\nor https:// means you\u2019ve safely connected to the .gov website. 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"quality": "strong", - "relevance_score": 1.0, - "acceptance_reason": "strong category-relevant crypto primary/technical evidence" - }, - { - "type": "primary_seed", - "source": "primary_source_seed", - "source_tier": "TIER_A", - "url": "https://www.cftc.gov/PressRoom/PressReleases", - "title": "https://www.cftc.gov/PressRoom/PressReleases", - "category": "LEGAL_REGULATORY", - "summary": "Primary-source seed for crypto protocol research.", - "fallback_evidence": false, - "content": "Press Releases | CFTC\n/PressRoom/PressReleases\nSkip to main content\nTransparency\nContact Us\nSearch\nSearch\nMain navigation\nAbout the CFTC\nThe Commission\nChairman & Commissioners\nCFTC Organization\nAdvisory Committees\nInnovation at the CFTC\nAgriculture at the CFTC\nBudget & Performance\nPrivacy at the CFTC\nCareers\nIndustry Oversight\nIndustry Filings\nTrading Organizations\nClearing Organizations\nData Repositories\nIntermediaries\nMarket Surveillance\nContracts & Products\nRules & Rule Amendments\nAnti-Money Laundering\nLaw & Regulation\nCommodity Exchange Act & Regulations\nHow Rules Are Made\nHolding Wrongdoers Accountable\nFederal Register\nPublic Comments\nCFTC Staff Letters\nMarket Data & Economic Analysis\nData at CFTC\nCommitments of Traders\nBank Participation Reports\nCotton On-Call\nFinancial Data for FCMS\nStaff Reports\nWeekly Swaps Report\nCleared Margin Reports\nOffice of the Chief Economist\nForms & Submissions\nLearn & Protect\nUnderstanding Prediction Markets and Event Contracts\nCheck Registration & Disciplinary History\nSubmit a Tip or Complaint\nRED List\nOffice of Proceedings\nLearning Resources\nNews & Events\nPress Releases\nPublic Statements & Remarks\nEvents\nCarousel Rotation On\nOn\nNews & Events\nPress Releases\nPublic Statements & Remarks\nEvents\nPress Releases\nKeyword(s)\nPress Release Type\n- Any - General Enforcement\nRelease Number\nTag\n- Any - Corona Virus Harmonization\nBy year\nAll 2026 2025 2024 2023 2022 2021 2020 2019 2018 2017 2016 2015 2014 2013 2012 2011 2010 2009 2008 2007 2006 2005 2004 2003 2002 2001 2000 1999 1998 1997 1996 1995\nApply\nDate\nPress Releases\n08/13/2026\nChairman Selig Announces Agenda for August 20 Innovation Advisory Committee Meeting in Washington , 9283-26\n08/12/2026\nCFTC Releases Advisory on Self-Certification of Incentive Programs for Prediction Markets , 9282-26\n08/11/2026\nCFTC Exercises Emergency Authority to Ensure Market Stability , 9281-26\n08/11/2026\nCFTC Charges Goliath Ventures Inc. and CEO with $400 Million Fraud Scheme , 9280-26\n08/10/2026\nChairman Selig Announces Inaugural CFTC Innovation Advisory Committee Meeting on August 20 in Washington , 9279-26\n08/07/2026\nCFTC Reminds Markets to Display Clear Pricing Information , 9278-26\n08/03/2026\nCFTC Orders UBS Financial Services Inc. to Pay $8 Million for Supervision Failures Impacting Its AML Transaction Monitoring Systems , 9277-26\n07/31/2026\nCFTC Orders George Santos to Pay $35,000 for Manipulative Trading of State-of-the-Union Event Contract , 9276-26\n07/31/2026\nICYMI: Members of the CFTC\u2019s Agricultural Advisory Committee Join Chairman Selig in Washington at First Meeting of 2026 , 9275-26\n07/30/2026\nCFTC Seeks Public Comment on Notice of Proposed Rulemaking Concerning Affiliations Among Certain CFTC-Regulated Entities , 9274-26\n07/24/2026\nCFTC Releases Advisory on Self-Certification of an Event Contract Series , 9273-26\n07/24/2026\nCFTC Staff Issues No-Action Position on Designated Contract Market Procedures , 9272-26\n07/23/2026\nCFTC Extends Public Comment Period on Proposed Rule on the Extension of Standard Futures Contracts to 24/7 Trading and on Perpetual Contracts Referencing Physically Delivered or Storable Energy Commodities , 9271-26\n07/23/2026\nChairman Selig Announces Agenda for July 29 Agricultural Advisory Committee Meeting in Washington , 9270-26\n07/17/2026\nCFTC Sunsets Routine Large Trader Reporting Requirements for Physical Commodity Swaps , 9269-26\n07/15/2026\nChairman Selig Announces CFTC Agricultural Advisory Committee to Meet July 29 in Washington , 9268-26\n07/14/2026\nCFTC Stays KalshiEX Rule Change and Exercises Emergency Authority to Order Fulfillment of Pending Trades , 9267-26\n07/13/2026\nCFTC Approves Final Rule Amending Margin Requirements for Uncleared Swaps , 9266-26\n07/09/2026\nCFTC to Stay Self-Certified Contract on 24/7 Trading for Crude Oil Futures , 9265-26\n07/07/2026\nCFTC Charges North Carolina Commodity Pool Operator and His Company with Fraud , 9264-26\n06/29/2026\nCFTC Orders Two Foreign Firms to Pay $2.5 Million for Illegal Off-E", - "quality": "strong", - "relevance_score": 1.0, - "acceptance_reason": "strong category-relevant crypto primary/technical evidence" - }, - { - "type": "public_web", - "source": "searxng", - "url": "https://securityboulevard.com/2024/10/get-ahead-of-cisas-new-software-security-acquisition-requirements/", - "title": "Get Ahead of CISA's New Software Security Acquisition Requirements", - "category": "USER_PAIN", - "summary": "On August 1 2024, the CISA-led ICT Supply Chain Risk Management Task Force published a Software Acquisition Guide. This document outlines key questions that an enterprise buyer of software can ask to better govern security risk of their vendors. Despite being targeted at government agencies, the guide can be leveraged by any organization that is looking to procure software in a safe manner.", - "fallback_evidence": false, - "content": "Get Ahead of CISA's New Software Security Acquisition Requirements - Security Boulevard\nSunday, August 16, 2026\nSecurity Boulevard\nThe Home of the Security Bloggers Network\nCommunity Chats Webinars Library\nHome\nCybersecurity News\nFeatures\nIndustry Spotlight\nNews Releases\nSecurity Creators Network\nLatest Posts\nSyndicate Your Blog\nWrite for Security Boulevard\nWebinars\nUpcoming Webinars\nCalendar View\nOn-Demand Webinars\nEvents\nUpcoming Events\nOn-Demand Events\nSponsored Content\nChat\nSecurity Boulevard Chat\nMarketing InSecurity Podcast\nTechstrong.tv Podcast\nTechstrongTV - Twitch\nLibrary\nRelated Sites\nTechstrong Group\nCloud Native Now\nDevOps.com\nSecurity Boulevard\nTechstrong Research\nTechstrong TV\nTechstrong.tv Podcast\nTechstrong.tv - Twitch\nDevops Chat\nDevOps Dozen\nDevOps TV\nMedia Kit\nAbout\nSponsor\nAnalytics\nAppSec\nCISO\nCloud\nDevOps\nGRC\nIdentity\nIncident Response\nIoT / ICS\nThreats / Breaches\nMore\nBlockchain / Digital Currencies\nCareers\nCyberlaw\nMobile\nSocial Engineering\nHumor\nSecurity Bloggers Network\nHome \u00bb Security Bloggers Network \u00bb Get Ahead of CISA\u2019s New Software Security Acquisition Requirements\nGet Ahead of CISA\u2019s New Software Security Acquisition Requirements\nby Charlie Jones on October 3, 2024\nOn August 1 2024, the CISA-led ICT Supply Chain Risk Management Task Force published a Software Acquisition Guide. This document outlines key questions that an enterprise buyer of software can ask to better govern security risk of their vendors. Despite being targeted at government agencies, the guide can be leveraged by any organization that is looking to procure software in a safe manner.\nWhat is the goal of the new guide?\nThrough this guide, CISA aims to define a list of controls enterprise software buyers can use to understand the security risk presented by a prospective suppliers\u2019 product or service. By clarifying the residual risk exposure accompanied by a new software package, acquiring organizations can make more informed contractual amendments or service-level agreements (SLAs) to ensure their software vendors uphold strong security practices throughout the lifecycle of the product/service provisioning.\nThe controls can be found in the published PDF guide , as well as within the accompanying Excel file for more convenient vendor distribution and completion.\nIntroducing \u2018Secure by Demand\u2019\nAnother new security concept the guide introduces is Secure by Demand. This builds on existing software development practices of Secure by Design and Secure by Default with a consumer twist. This emerging principle captures the increasing enterprise demand for transparency into the make-up and security of third party software they rely on to run their business. More details about Secure by Demand, including the complementary guide published by CISA, can be found in RL\u2019s recent blog, Secure by Demand: Key takeaways for enterprise software buyers .\nHow Can ReversingLabs Help?\nReversingLabs is uniquely suited to help software vendors and buyers get ahead of the US government\u2019s security requirements spelled out in CISA\u2019s new Software Acquisition Guide. ReversingLabs Spectra Assure\u2122 generates shareable audit artifacts that demonstrate the vendor\u2019s software product was evaluated in its final state prior to distribution or deployment. The Spectra Assure SAFE report delivers a comprehensive software bill of materials (SBOM), describes any known risks or threats that were uncovered during analysis (such as malware, tampering, malicious behaviors, exposed secrets, vulnerabilities and more), and proposes mitigation strategies to address them.\nBelow we explore the control categories from CISA\u2019s Software Acquisition Guide, which Spectra Assure can help contribute to achieving, in an effort to help both software vendors and buyers accelerate compliance.\nGovernance: In the context of software supply chain security, vendor governance controls are vital to reduce any software assurance knowledge gaps that may exist between a supplier of a software-based produ", - "quality": "strong", - "source_tier": "TIER_B", - "relevance_score": 1.0, - "acceptance_reason": "strong category-relevant crypto primary/technical evidence" - }, - { - "type": "public_web", - "source": "searxng", - "url": "https://www.computerweekly.com/opinion/Secure-software-procurement-in-2025-A-call-for-accountability", - "title": "Secure software procurement in 2025: A call for accountability", - "category": "USER_PAIN", - "summary": "Secure software procurement in 2025: A call for accountability Outgoing CISA chief Jen Easterly called on buyers to demand better security standards from their software suppliers. The Security ...", - "fallback_evidence": false, - "content": "Secure software procurement in 2025: A call for accountability | Computer Weekly\n@font-face{font-family:\"Public Sans\";src:url(/rms/ux/responsive/fonts/PublicSans-Regular.woff2) format(\"woff2\"),url(/rms/ux/responsive/fonts/PublicSans-Regular.ttf) format(\"truetype\");font-weight:400;font-style:normal;font-display:swap}@font-face{font-family:\"Public Sans Bold\";src:url(/rms/ux/responsive/fonts/PublicSans-Bold.woff2) format(\"woff2\"),url(/rms/ux/responsive/fonts/PublicSans-Bold.ttf) format(\"truetype\");font-weight:400;font-style:normal;font-display:swap}article,aside,details,figcaption,figure,footer,header,hgroup,main,nav,section,summary{display:block}audio,canvas,video{display:inline-block;*display:inline;*zoom:1}audio:not([controls]){display:none;height:0}[hidden]{display:none}html{font-size:100%;-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%}html,button,input,select,textarea{font-family:sans-serif}body{margin:0}a:active,a:hover{outline:0}h1{font-size:2em;margin:.67em 0}h2{font-size:1.5em;margin:.83em 0}h3{font-size:1.17em;margin:1em 0}h4{font-size:1em;margin:1.33em 0}h5{font-size:.83em;margin:1.67em 0}h6{font-size:.67em;margin:2.33em 0}abbr[title]{border-bottom:1px dotted}b,strong{font-weight:700}blockquote{margin:1em 40px}dfn{font-style:italic}hr{-moz-box-sizing:content-box;box-sizing:content-box;height:0}mark{background:#ff0;color:#000}p,pre{margin:1em 0}code,kbd,pre,samp{font-family:monospace,serif;_font-family:\"courier new\",monospace;font-size:1em}pre{white-space:pre;white-space:pre-wrap;word-wrap:break-word}q{quotes:none}q:before,q:after{content:\"\";content:none}small{font-size:80%}sub,sup{font-size:75%;line-height:0;position:relative;vertical-align:baseline}sup{top:-.5em}sub{bottom:-.25em}dl,menu,ol,ul{margin:1em 0}dd{margin:0 0 0 40px}menu,ol,ul{padding:0 0 0 40px}nav ul,nav ol{list-style:none;list-style-image:none}img{border:0;-ms-interpolation-mode:bicubic}svg:not(:root){overflow:hidden}figure{margin:0}form{margin:0}fieldset{border:1px solid silver;margin:0 2px;padding:.35em .625em .75em}legend{border:0;padding:0;white-space:normal;*margin-left:-7px}button,input,select,textarea{font-size:100%;margin:0;vertical-align:baseline;*vertical-align:middle}button,input{line-height:normal}button,select{text-transform:none}button,html input[type=button],input[type=reset],input[type=submit]{-webkit-appearance:button;cursor:pointer;*overflow:visible}button[disabled],html input[disabled]{cursor:default}input[type=checkbox],input[type=radio]{box-sizing:border-box;padding:0;*height:13px;*width:13px}input[type=search]{-webkit-appearance:textfield;-moz-box-sizing:content-box;-webkit-box-sizing:content-box;box-sizing:content-box}input[type=search]::-webkit-search-cancel-button,input[type=search]::-webkit-search-decoration{-webkit-appearance:none}button::-moz-focus-inner,input::-moz-focus-inner{border:0;padding:0}textarea{overflow:auto;vertical-align:top}table{border-collapse:collapse;border-spacing:0}.publicSans,.latest-news-sidebar .sidebar-ezine .ezine-header,.pillar-cluster .cluster-branding-pagination .cluster-nav-tooltip-next,.pillar-bridge .cluster-branding-pagination .cluster-nav-tooltip-next,.pillar-cluster .cluster-branding-pagination .cluster-nav-tooltip-prev,.pillar-bridge .cluster-branding-pagination .cluster-nav-tooltip-prev,.eoc_v2 .main-article-author.v2 .esg-contributor-link,.infotype-news-item #contributors-block .main-article-author.v2 .esg-contributor-link,#topicLeaf #contributors-block .main-article-author.v2 .esg-contributor-link,.eoc_v2 .main-article-author.v2>span,.infotype-news-item #contributors-block .main-article-author.v2>span,#topicLeaf #contributors-block .main-article-author.v2>span,.eoc_v2 .main-article-author .main-article-author-contact span,.infotype-news-item #contributors-block .main-article-author .main-article-author-contact span,#topicLeaf #contributors-block .main-article-author .main-article-author-contact span,.main-article-author-title,.main-article-author-date,.infotype-eyebrow-tooltip,.si", - "quality": "strong", - "source_tier": "TIER_C", - "relevance_score": 0.68, - "acceptance_reason": "strong category-relevant crypto primary/technical evidence" - }, - { - "type": "public_web", - "source": "searxng", - "url": "https://www.securitypalhq.com/blog/what-buyers-actually-ask-in-security-reviews", - "title": "What Buyers Actually Ask in Security Reviews", - "category": "USER_PAIN", - "summary": "Mar 31, 2026 \u00b7 Security questionnaires are no longer just validating controls. Here's what buyers are actually asking in live deal \u2026", - "fallback_evidence": false, - "content": "What Buyers Actually Ask in Security Reviews\nCustomers\nPlatform Platform\nAssurance Management Platform\nConcierge Agents\nQuestionnaire Concierge\nTrust Center\nKnowledge Library\nVendor Assess (TPRM)\nvCISO\nSolutions Industries\nHealthcare & Life Sciences\nFinancial Services & Insurance\nInformation Technology & SaaS\nIndustrial & Manufacturing\nResearch\nResources Resources\nCase Studies\nReports\nBlog\nHow Iterable Scaled Customer Trust and Accelerated Sales with SecurityPal AI\nTavus Accelerates Enterprise Deal Velocity with SecurityPal\u2019s Assurance Management Platform\n2026 Security Assurance Insights: What the Data Actually Shows\n20 Insights After Answering 2 Million Security Questions\nAssessing AI Vendors: The New Frontier of TPRM\nEU AI Act, August 2, 2026: What Changes for B2B Companies and Their Vendor Risk Evaluations\nCompany Company\nAbout\nSACC\nVision\nPress\nCareers\nLog In Get a Demo\nLog In Get a Demo\nMarch 31, 2026\n3\nminutes\nWhat Buyers Actually Ask in Security Reviews\nWhat thousands of real security reviews reveal about how buyer scrutiny is shifting, and what that means for your team in 2026.\nTable of contents\nIn our 2026 Assurance Insights Report , we analyzed thousands of real security reviews processed through SecurityPal\u2019s Assurance Management Platform . Not surveys. Not self-reported data. Actual buyer questions, asked in live deal cycles.\nWhat emerged is a clear shift in how trust is evaluated and how early it starts.\nSecurity questionnaires are no longer just validating controls. They now blend security, product, and risk evaluation. And increasingly, they show up before vendors are even shortlisted.\nIn many cases, today\u2019s questionnaires look less like compliance checklists and more like pre-sales RFPs, combining:\nSecurity and privacy requirements\nProduct architecture deep dives\nDifferentiation signals that influence vendor selection\nThe implication is hard to ignore: Buyers aren\u2019t just asking \u201cAre you secure?\u201d They\u2019re asking \u201cHow does your product work, and can we trust it at scale?\u201d\nSo what can you expect buyers to ask in security reviews in 2026?\nThe Biggest Shift: AI Governance Took Over the Conversation\nIt\u2019s no surprise that AI-related questions evolved in 2025. Adoption accelerated across every layer of the enterprise, raising new questions about data security, model behavior, and third-party risk.\nBut the type of questions changed more than the volume.\nThen vs. now:\n2024: \u201cCan we opt out of AI?\u201d\n2025: \u201cCan you prove our data never trains your models?\u201d\nToday, buyers are asking:\nHow is AI governed, constrained, and audited?\nWhat model control points (MCPs) are in place?\nWhere is human-in-the-loop oversight applied?\nIs customer data used for training?\nHow do you ensure model transparency and explainability?\nThe takeaway:\nBuyers no longer care if you use AI.\nThey care about control, accountability, and proof .\nAI is no longer a feature. It\u2019s a liability surface buyers expect you to actively manage.\nThe Rise of Proof-Based Questions (Not Just Documentation)\nOne of the most overlooked shifts isn\u2019t what buyers are asking for. It\u2019s how they\u2019re asking.\nDespite the explosion in questionnaire volume, we did not see a meaningful increase in new evidence types. Instead, we saw a sharp increase in depth, specificity, and technical rigor.\nQuestions are becoming:\nMore technical\nMore scenario-based\nLess checkbox-driven\nBuyers aren\u2019t satisfied with static answers. They want to understand how your controls operate in practice \u2014 under pressure, at scale, and across edge cases.\nBusiness Continuity Is Now a Frontline Trust Signal\nThere\u2019s a growing acknowledgment across the market: incidents are inevitable. Most security leaders no longer ask if a breach will happen \u2014 but when . That reality is reshaping buyer expectations.\nIn 2025, we observed a sharp increase in standalone business continuity scrutiny , with buyers seeking clarity on:\nIncident response readiness\nOperational resilience\nAbility to withstand outages, cyber events, and geopolit", - "quality": "strong", - "source_tier": "TIER_B", - "relevance_score": 1.0, - "acceptance_reason": "strong category-relevant crypto primary/technical evidence" - }, - { - "type": "public_web", - "source": "searxng", - "url": "https://cleverx.com/guides/user-research-for-b2b-security-software-a-complete-guide-to-researching-security-buyers/", - "title": "User research for B2B security software: a complete guide to ...", - "category": "USER_PAIN", - "summary": "How to conduct user research for B2B security software buying decisions. Covers screening security buyers, multi-stakeholder research design, CISO interview methods, and concrete screener criteria for decision-makers vs. influencers.", - "fallback_evidence": false, - "content": "User Research for B2B Security Software: A Complete Guide to Researching Security Buyers | CleverX Guides\nCleverX\nBlog\nResources\nesc\nto close\nBlog\nResources\nGuides\nUser research for B2B security software: a complete guide to researching security buyers\nHow to conduct user research for B2B security software buying decisions. Covers screening security buyers, multi-stakeholder research design, CISO interview methods, and concrete screener criteria for decision-makers vs. influencers.\nApril 1, 2026\nThe person who buys your security software is not the person who uses it every day.\nA CISO evaluating your SIEM platform cares about integration coverage, vendor risk posture, and board-reportable metrics. The SOC analyst who will spend 8 hours a day in your interface cares about alert triage speed, query performance, and whether the dashboard makes sense at 3 AM. These are fundamentally different research problems that require different participants, different questions, and different methods.\nMost security product teams research the daily user experience well (or at least they try). Far fewer research the buying experience. And that is where deals are won or lost. Research shows that 49% of B2B security buyers form vendor opinions after minimal exposures, and 53% complete their purchase within 1-3 months. If your product team does not understand what drives those early impressions and fast decisions, you are optimizing the wrong side of the product.\nThis guide covers how to conduct user research specifically with B2B security software buyers, from screening CISOs and security directors to understanding the multi-stakeholder decision-making process that determines whether your product gets purchased.\nFor research focused on daily security tool users (SOC analysts, security engineers, threat hunters), see our cybersecurity product user research guide .\nKey takeaways\nSecurity software buying decisions involve 4-8 stakeholders across security, IT, procurement, and finance. Research must cover the full committee, not just the CISO\nScreen buyers by purchasing authority and evaluation involvement, not job titles. Many people with \u201csecurity\u201d in their title influence but do not decide\nThe buying journey has distinct phases (problem recognition, vendor discovery, evaluation, PoC, procurement) that require different research methods at each stage\nCISOs evaluate security tools differently than other B2B software buyers. Integration coverage, vendor security posture, and peer validation outweigh feature lists and pricing\nProof-of-concept (PoC) observation is the highest-value research method for understanding buying decisions, because it reveals what buyers actually test versus what they say matters\nWho is involved in B2B security software buying decisions?\nSecurity software purchases are rarely made by a single person. Research with only CISOs misses the stakeholders who shape, gate, or block the decision.\nThe buying committee\nRole Involvement What they evaluate Research priority\nCISO / VP of Security Decision maker, budget owner Strategic fit, risk reduction, vendor trust, board reportability High: primary research target\nSecurity Director / Manager Evaluator, recommender Technical capabilities, integration with existing stack, team adoption High: shapes the shortlist\nSOC Lead / Security Engineer Technical evaluator, PoC tester Daily usability, detection quality, alert noise, query performance High: PoC feedback determines adoption\nIT Director / CTO Infrastructure approver Architecture fit, deployment complexity, cloud/on-prem compatibility Medium: can block on technical grounds\nProcurement / Vendor Management Process gatekeeper Pricing, contract terms, vendor risk assessment, compliance certs Medium: controls timeline\nCFO / Finance Budget approver ROI, total cost of ownership, contract flexibility Low: rarely involved in product evaluation\nLegal / Compliance Compliance reviewer Data handling, regulatory alignment, liability terms Low: involved", - "quality": "strong", - "source_tier": "TIER_C", - "relevance_score": 1.0, - "acceptance_reason": "strong category-relevant crypto primary/technical evidence" - } - ], - "source_rejections": [], - "source_count": 13, - "source_rejection_count": 0, - "page_fetch_count": 13, - "search_result_count": 13, - "primary_source_count": 9, - "coverage": { - "USER_PAIN": true, - "EXISTING_PROTOCOLS": false, - "FAILED_PRECEDENTS": false, - "TOKEN_UTILITY_PRECEDENTS": false, - "SECURITY_BOND_PRECEDENTS": false, - "SLASHING_PRECEDENTS": false, - "RESOURCE_MARKET_PRECEDENTS": false, - "PROVIDER_ECONOMICS": false, - "NETWORK_BOOTSTRAP": false, - "VALUE_CAPTURE": false, - "TOKENOMICS_FAILURES": false, - "SECURITY_INCIDENTS": false, - "ONCHAIN_ALTERNATIVES": true, - "OFFCHAIN_ALTERNATIVES": false, - "LEGAL_REGULATORY": true, - "PRE_TOKEN_MONETIZATION": false - }, - "coverage_ratio": 0.19, - "coverage_confidence": { - "USER_PAIN": "HIGH", - "EXISTING_PROTOCOLS": "NONE", - "FAILED_PRECEDENTS": "NONE", - "TOKEN_UTILITY_PRECEDENTS": "NONE", - "SECURITY_BOND_PRECEDENTS": "NONE", - "SLASHING_PRECEDENTS": "NONE", - "RESOURCE_MARKET_PRECEDENTS": "NONE", - "PROVIDER_ECONOMICS": "NONE", - "NETWORK_BOOTSTRAP": "NONE", - "VALUE_CAPTURE": "NONE", - "TOKENOMICS_FAILURES": "NONE", - "SECURITY_INCIDENTS": "NONE", - "ONCHAIN_ALTERNATIVES": "HIGH", - "OFFCHAIN_ALTERNATIVES": "NONE", - "LEGAL_REGULATORY": "HIGH", - "PRE_TOKEN_MONETIZATION": "NONE" - }, - "category_coverage_confidence": { - "USER_PAIN": "HIGH", - "EXISTING_PROTOCOLS": "NONE", - "FAILED_PRECEDENTS": "NONE", - "TOKEN_UTILITY_PRECEDENTS": "NONE", - "SECURITY_BOND_PRECEDENTS": "NONE", - "SLASHING_PRECEDENTS": "NONE", - "RESOURCE_MARKET_PRECEDENTS": "NONE", - "PROVIDER_ECONOMICS": "NONE", - "NETWORK_BOOTSTRAP": "NONE", - "VALUE_CAPTURE": "NONE", - "TOKENOMICS_FAILURES": "NONE", - "SECURITY_INCIDENTS": "NONE", - "ONCHAIN_ALTERNATIVES": "HIGH", - "OFFCHAIN_ALTERNATIVES": "NONE", - "LEGAL_REGULATORY": "HIGH", - "PRE_TOKEN_MONETIZATION": "NONE" - }, - "source_provider_health": "SEARCH_WORKED", - "search_engine_health": { - "RATE_LIMITED": 5, - "ACCESS_DENIED": 3, - "CAPTCHA": 5, - "TIMEOUT": 1, - "PROTOCOL_ERROR": 1 - }, - "queries_avoided_due_to_circuit_breaker": 25, - "source_acceptance_rate": 1.0, - "research_status": "EVIDENCE_INSUFFICIENT", - "unverified_categories": [ - "EXISTING_PROTOCOLS", - "FAILED_PRECEDENTS", - "TOKEN_UTILITY_PRECEDENTS", - "SECURITY_BOND_PRECEDENTS", - "SLASHING_PRECEDENTS", - "RESOURCE_MARKET_PRECEDENTS", - "PROVIDER_ECONOMICS", - "NETWORK_BOOTSTRAP", - "VALUE_CAPTURE", - "TOKENOMICS_FAILURES", - "SECURITY_INCIDENTS", - "OFFCHAIN_ALTERNATIVES", - "PRE_TOKEN_MONETIZATION" - ] - }, - "research_confidence": "EVIDENCE_INSUFFICIENT", - "legal_review_required": true, - "rank": 1 - }, + "ranking": [], + "top_3": [], + "corrected_former_survivor_reviews": [ { "proposal_id": "0b8c4fa3-febf-4646-b750-eece96fd9379", "company": "Agent Passport Clearinghouse", @@ -880,7 +160,7 @@ "MACHINE_ECONOMIC_UTILITY": 25, "GOVERNANCE_UTILITY": 10, "PAYMENT_UTILITY": 10, - "SPECULATION_DEPENDENCE": 85 + "SPECULATION_DEPENDENCE": 5 }, "strong_token_roles": [ "SECURITY_BOND", @@ -912,7 +192,7 @@ "decentralized marketplace coordination", "proof/attestation markets" ], - "token_necessity_classification": "TOKEN_STRONGLY_JUSTIFIED", + "token_necessity_classification": "TOKEN_OPTIONAL", "token_demand_loop": [ { "loop": "Permissionless trust provider loop", @@ -944,7 +224,7 @@ "guard_verdict": "PASS_FOR_TESTNET_DESIGN", "validation_experiment": "Partner with one agent marketplace or API platform and manually verify 50 agents. Measure whether verified passports increase counterparty acceptance, reduce onboarding time, reduce fraud incidents, or improve payment completion versus unverified agents.", "component_scores": { - "TOKEN_NECESSITY": 84, + "TOKEN_NECESSITY": 62, "REAL_USAGE_DEMAND": 80, "ONCHAIN_NECESSITY": 82.0, "VALUE_ACCRUAL_QUALITY": 96, @@ -980,11 +260,10 @@ ] }, "token_red_team_flags": [ - "SPECULATION_DEPENDENT", - "SLASHING_NOT_OBJECTIVE" + "TOKEN_NOT_REQUIRED" ], - "crypto_ic_decision": "REJECT_SPECULATIVE", - "crypto_ic_score": 72.3, + "crypto_ic_decision": "REJECT_TOKEN_UTILITY_WEAK", + "crypto_ic_score": 74.3, "research": { "query_plan": { "USER_PAIN": [ @@ -1047,7 +326,67 @@ "category": "USER_PAIN", "query": "AGENT ECONOMIC IDENTITY AGENT ECONOMIC IDENTITY Every platform can build its own agent identity and reputation database, user pain", "status": "SEARCH_WORKED", - "result_count": 104, + "result_count": 109, + "unresponsive_engines": [ + [ + "brave", + "too many requests" + ], + [ + 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security incident", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 16, + "brave.videos": 16, + "google cse": 16, + "google cse images": 16, + "mojeek news": 16, + "qwant": 16, + "qwant images": 16, + "startpage": 16, + "startpage images": 16, + "startpage news": 16, + "brave.images": 15, + "mojeek images": 12, + "mojeek": 11, + "duckduckgo": 8 + } }, { "category": "SECURITY_FAILURES", "query": "AGENT ECONOMIC IDENTITY AGENT ECONOMIC IDENTITY Every platform can build its own agent identity and reputation database, exploit postmortem", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 16, + "brave.videos": 16, + "google cse": 16, + "google cse images": 16, + "mojeek news": 16, + "qwant": 16, + "qwant images": 16, + "startpage": 16, + "startpage images": 16, + "startpage news": 16, + "brave.images": 15, + "mojeek images": 12, + "mojeek": 11, + "duckduckgo": 8 + } }, { "category": "LEGAL_REGULATORY", "query": "AGENT ECONOMIC IDENTITY AGENT ECONOMIC IDENTITY Every platform can build its own agent identity and reputation database, token regulatory risk", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 16, + "brave.videos": 16, + "google cse": 16, + "google cse images": 16, + "mojeek news": 16, + "qwant": 16, + "qwant images": 16, + "startpage": 16, + "startpage images": 16, + "startpage news": 16, + "brave.images": 15, + "mojeek images": 12, + "mojeek": 11, + "duckduckgo": 8 + } }, { "category": "LEGAL_REGULATORY", "query": "crypto staking slashing regulatory", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 16, + "brave.videos": 16, + "google cse": 16, + "google cse images": 16, + "mojeek news": 16, + "qwant": 16, + "qwant images": 16, + "startpage": 16, + "startpage images": 16, + "startpage news": 16, + "brave.images": 15, + "mojeek images": 12, + "mojeek": 11, + "duckduckgo": 8 + } }, { "category": "TOKEN_LAUNCH_PRECEDENTS", "query": "AGENT ECONOMIC IDENTITY AGENT ECONOMIC IDENTITY Every platform can build its own agent identity and reputation database, token launch", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 16, + "brave.videos": 16, + "google cse": 16, + "google cse images": 16, + "mojeek news": 16, + "qwant": 16, + "qwant images": 16, + "startpage": 16, + "startpage images": 16, + "startpage news": 16, + "brave.images": 15, + "mojeek images": 12, + "mojeek": 11, + "duckduckgo": 8 + } }, { "category": "TOKEN_LAUNCH_PRECEDENTS", "query": "protocol token launch precedent", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 16, + "brave.videos": 16, + "google cse": 16, + "google cse images": 16, + "mojeek news": 16, + "qwant": 16, + "qwant images": 16, + "startpage": 16, + "startpage images": 16, + "startpage news": 16, + "brave.images": 15, + "mojeek images": 12, + "mojeek": 11, + "duckduckgo": 8 + } }, { "category": "PRE_TOKEN_MONETIZATION", "query": "AGENT ECONOMIC IDENTITY AGENT ECONOMIC IDENTITY Every platform can build its own agent identity and reputation database, paid beta", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 16, + "brave.videos": 16, + "google cse": 16, + "google cse images": 16, + "mojeek news": 16, + "qwant": 16, + "qwant images": 16, + "startpage": 16, + "startpage images": 16, + "startpage news": 16, + "brave.images": 15, + "mojeek images": 12, + "mojeek": 11, + "duckduckgo": 8 + } }, { "category": "PRE_TOKEN_MONETIZATION", "query": "crypto protocol pre token revenue", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 16, + "brave.videos": 16, + "google cse": 16, + "google cse images": 16, + "mojeek news": 16, + "qwant": 16, + "qwant images": 16, + "startpage": 16, + "startpage images": 16, + "startpage news": 16, + "brave.images": 15, + "mojeek images": 12, + "mojeek": 11, + "duckduckgo": 8 + } } ], "sources": [ @@ -1402,10 +1691,24 @@ { "type": "public_web", "source": "searxng", - "url": "https://presenc.ai/research/agent-reputation-and-identity-2026", - "title": "The Agent Reputation Layer: Identity and Trust in Multi-Agent Systems ...", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-identity", + "title": "Agent identity concepts in Microsoft Foundry", "category": "USER_PAIN", - "summary": "An agent hiring another agent has to assess the candidate's reputation. Without solved identity and reputation primitives, agent-to-agent commerce collapses into either complete trust-collapse (anyone can spoof) or vendor-locked walled gardens (every platform builds its own and they don't interoperate).", + "summary": "Learn how agent identities and agent identity blueprints work in Microsoft Foundry, including RBAC, authentication for tools, and governance.", + "fallback_evidence": false, + "content": "Agent identity concepts in Microsoft Foundry - Microsoft Foundry | Microsoft Learn\nSkip to main content\nSkip to Ask Learn chat experience\nThis browser is no longer supported.\nUpgrade to Microsoft Edge to take advantage of the latest features, security updates, and technical support.\nDownload Microsoft Edge\nMore info about Internet Explorer and Microsoft Edge\nTable of contents\nExit editor mode\nAsk Learn\nAsk Learn\nReading mode\nTable of contents\nRead in English\nAdd\nAdd to Plans\nEdit\nCopy Markdown\nPrint\nNote\nAccess to this page requires authorization. You can try signing in or changing directories .\nAccess to this page requires authorization. You can try changing directories .\nAgent identity concepts in Microsoft Foundry\nFeedback\nSummarize this article for me\nIn this article\nAn agent identity is a specialized identity type in Microsoft Entra ID that's designed specifically for AI agents. It provides a standardized framework for governing, authenticating, and authorizing AI agents across Microsoft services. This framework enables agents to securely access resources, interact with users, and communicate with other systems.\nMicrosoft Foundry automatically provisions and manages agent identities throughout the agent lifecycle. This integration simplifies permission management while maintaining security and auditability as agents move from development to production.\nThis article explains how agent identities relate to Microsoft Entra ID objects, how Foundry uses them when an agent calls tools, and how to apply least-privilege access with Azure role-based access control (RBAC).\nPrerequisites\nUnderstanding of Microsoft Entra ID and OAuth authentication\nFamiliarity with Azure role-based access control (RBAC)\nBasic knowledge of AI agents and their runtime requirements\nFor Foundry-specific RBAC roles and scopes, see Azure role-based access control in Foundry .\nHow agent identities work in Foundry\nFoundry uses Microsoft Entra ID agent identities to support two related needs:\nManagement and governance : Give administrators a consistent way to inventory agents, apply policies, and audit activity.\nTool authentication : Let an agent authenticate to downstream systems (for example, Azure Storage) without embedding secrets in prompts, code, or connection strings.\nAt a high level, Foundry does the following:\nProvisions an agent identity blueprint and one or more agent identities in Microsoft Entra ID.\nAssigns RBAC roles (or other permission models, depending on the target system) to the agent identity.\nWhen the agent invokes a tool, Foundry requests an access token for the downstream service and uses that token to authenticate the tool call.\nRuntime token exchange\nWhen an agent invokes a tool, a multi-step OAuth 2.0 token exchange occurs automatically between Agent Service, Microsoft Entra ID, and the downstream resource. Developers don't manage tokens directly \u2014 Agent Service handles the entire exchange.\nThe exchange progresses through four stages:\nBlueprint authentication : Agent Service presents the blueprint's OAuth credentials to Microsoft Entra ID. This proves that Agent Service is authorized to act on behalf of the blueprint and its agent identities.\nAgent identity token issuance : Microsoft Entra ID validates the blueprint credentials and issues a token for the specific agent identity. This token is distinct from human user or managed identity tokens \u2014 it identifies the agent as an independent actor in the directory.\nScoped token request : Agent Service presents the agent identity token back to Microsoft Entra ID and requests a new access token scoped to the audience of the downstream service. The audience is the OAuth resource identifier for the target service (for example, https://storage.azure.com for Azure Storage).\nAuthenticated tool call : Agent Service passes the scoped access token to the MCP server or A2A endpoint. The downstream resource validates the token and checks the agent identity's RBAC role assignments before granting or d", + "quality": "strong", + "source_tier": "TIER_B", + "relevance_score": 1.0, + "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://presenc.ai/research/agent-reputation-and-identity-2026", + "title": "The Agent Reputation Layer: Identity and Trust in Multi-Agent \u2026", + "category": "USER_PAIN", + "summary": "An agent hiring another agent has to assess the candidate's reputation. Without solved identity and reputation primitives, agent-to \u2026", "fallback_evidence": false, "content": "The Agent Reputation Layer: Identity and Trust in Multi-Agent Systems 2026 | Presenc AI\nPresenc AI Signals Platform Vision Blogs Book a Demo Sign In\nHome\n/ Research\n/ AI Agents & Crawl Economics\n/ Agent Reputation and Identity Layer, May 2026\nResearch Agent Reputation and Identity Layer, May 2026\nHow AI agents prove identity and accumulate reputation in 2026 multi-agent systems. Verifiable credentials, on-chain agent IDs, AP2 mandate signing, AAIF agent registries, and the protocol-level identity/reputation infrastructure.\nBy Ramanath, CTO & Co-Founder at Presenc AI \u00b7 Last updated: May 2026 Cite This Report\nWhy Identity and Reputation Are the Protocol-Level Problem of 2026\nThe agentic AI surface scales only as far as the identity and reputation infrastructure that polices it. An agent making a purchase has to prove who it represents. An agent hiring another agent has to assess the candidate's reputation. Without solved identity and reputation primitives, agent-to-agent commerce collapses into either complete trust-collapse (anyone can spoof) or vendor-locked walled gardens (every platform builds its own and they don't interoperate). This page consolidates the protocol-level identity and reputation infrastructure in May 2026.\nIdentity Primitives in Production (May 2026)\nPrimitive Standard Adoption Status\nVerifiable Credentials (VC) W3C VC Data Model Production via AAIF; adopted by Google, Anthropic, Visa for agent identity\nDecentralised Identifiers (DIDs) W3C DID Core Production for agent identity; multiple DID methods (did:web, did:key, did:ion)\nAP2 Mandate Signing Google AP2 spec Production; 60+ partners signing mandates with agent keys\nCloudflare Verified Bot Token Proprietary, evolving toward standard Production for crawler identity; expanding to agent flows\nOAuth-for-Agents extensions Draft IETF spec Working-group level; not yet widely deployed\nOn-chain agent IDs (x402-adjacent) Coinbase x402 standard Production for crypto-native agent flows\nReputation Systems in Production\nSystem Operator Scope\nSalesforce Trust Score Salesforce Within Salesforce Agentforce marketplace\nMicrosoft Agent Trust Rating Microsoft Microsoft Marketplace + Copilot Hub\nAAIF Agent Reputation Network Linux Foundation AAIF Cross-platform; emerging in 2026\nCloudflare Bot Score Cloudflare Visible to Cloudflare-fronted sites\nAnthropic Agent Trust History Anthropic Internal to Claude Agent / Computer Use\nVisa Agent Behaviour Score Visa Tied to TAP-authenticated agent transactions\nSix Things the Identity and Reputation Picture Tells You\nVerifiable Credentials won the agent identity standards war. The W3C VC Data Model is now the dominant agent-identity primitive across AAIF, Google AP2, Anthropic, and Visa. The standard predates the agentic era by years but fits the problem well; vendor proposals to invent new agent-identity primitives have largely lost momentum.\nCross-platform reputation portability does not yet exist. Salesforce reputation does not transfer to Microsoft; Anthropic agent history does not transfer to OpenAI. The AAIF Agent Reputation Network is the most-credible cross-platform proposal but is still in working-group stage. Production multi-agent systems run per-platform reputation today.\nReputation depreciates faster than identity. An agent's identity (its DID, its mandate signing key) is durable; its reputation can decay sharply on a single bad interaction. Production reputation systems are designed to recover from single-event hits but to compound on systematic patterns, mirroring credit-score dynamics rather than binary trust/distrust.\nCloudflare straddles bot-identity and agent-identity. Cloudflare's Verified Bot program (originally for crawlers like GPTBot, ClaudeBot) is evolving into a verified-agent program. Cloudflare-fronted sites can already see verified status for many AI agents; the inverse direction (Cloudflare-issued agent IDs that other platforms accept) is the next evolution.\nOn-chain agent IDs are crypto-native and growing. ", "quality": "strong", @@ -1416,38 +1719,749 @@ { "type": "public_web", "source": "searxng", - "url": "https://knowyouragent.network/every-company-building-ai-agent-identity-in-2026", - "title": "Every Company Building AI Agent Identity in 2026", + "url": "https://www.cybo.com/MY/cyberjaya", + "title": "Cyberjaya Businesses - Companies Based in Cyberjaya, Selangor - Cybo", "category": "USER_PAIN", - "summary": "The AI agent identity space has fragmented into three camps: payment networks building transaction verification, enterprise security vendors extending IAM to agents, and crypto-native projects building decentralized identity infrastructure. They're solving different problems for different customers, and most aren't directly competing\u2014yet.", + "summary": "Best of Cyberjaya - Find top Hotels & Travel, Restaurants, Automotive, Financial Services, Medical and more using Cybo.", "fallback_evidence": false, - "content": "Every Company Building AI Agent Identity in 2026 | Know Your Agent AI (KYA)\nSkip to content\nKnow Your Agent AI (KYA)\nAbout\nBlog\nKnow Your Agent\nWho Is This AI?\nKnow Your Agent AI (KYA)\nAbout\nBlog\nKnow Your Agent\nEvery Company Building AI Agent Identity in 2026\nBy\nP.A. Lopez\n/ January 22, 2026\nLast updated: January 2026 \u00b7 12 min read\nSix months ago, \u201cKnow Your Agent\u201d was an academic paper. Today, it\u2019s a market with hundreds of millions in funding and live transactions. Here\u2019s everyone building AI agent identity infrastructure in 2026\u2014what\u2019s actually deployed, what\u2019s still vaporware, and how their approaches differ.\nThe Big Picture\nThe AI agent identity space has fragmented into three camps: payment networks building transaction verification, enterprise security vendors extending IAM to agents, and crypto-native projects building decentralized identity infrastructure. They\u2019re solving different problems for different customers, and most aren\u2019t directly competing\u2014yet.\nWhat they share: the recognition that AI agents acting autonomously need some form of identity, verification, or accountability. The disagreement is over who controls that identity and what it\u2019s for.\nPayment Networks\nVisa Trusted Agent Protocol (TAP)\nWhat they\u2019re building: A cryptographic protocol for AI agents to authenticate themselves during payment transactions. Agents receive digital signatures that merchants can verify at the CDN layer\u2014no code changes required on the merchant side.\nWhat\u2019s deployed: Live. Visa announced TAP in October 2025 with Cloudflare, and by December reported \u201chundreds of secure, agent-initiated transactions\u201d in pilot. The protocol builds on RFC 9421 HTTP Message Signatures .\nPartners: 100+ including Stripe, Adyen, Worldpay, Microsoft, Shopify, Cloudflare, Akamai, and Coinbase. Active pilots with Skyfire, Nekuda, PayOS, and Ramp.\nThe approach: Centralized. Agents must be onboarded through Visa\u2019s \u201cIntelligent Commerce\u201d vetting. Visa maintains the registry. This is airport security\u2014you get approved or you don\u2019t.\nMore info: Visa Developer Center \u00b7 GitHub\nMastercard Agent Pay\nWhat they\u2019re building: Mastercard\u2019s answer to Visa TAP, focused on enabling AI agents to make purchases on behalf of consumers with proper authentication and fraud controls.\nWhat\u2019s deployed: Announced in April 2025 . Pilot stage with select partners. Less public detail than Visa\u2019s rollout.\nThe approach: Similar to Visa\u2014centralized verification through existing payment infrastructure. The card networks are racing to be the trust layer for agentic commerce.\nEnterprise Identity Verification\nTrulioo + Worldpay: Digital Agent Passport\nWhat they\u2019re building: A \u201cKnow Your Agent\u201d (KYA) framework with a credential bundle called the Digital Agent Passport. Five verification layers: developer provenance, user binding, permission scopes, real-time behavior telemetry, and continuous risk scoring.\nWhat\u2019s deployed: Framework stage. The partnership was announced August 2025 , but no public API documentation for KYA endpoints exists yet. Trulioo\u2019s core KYC/KYB verification is production-ready; the agent-specific layer is conceptual.\nWhy it matters: Worldpay processes $2.5 trillion annually across 1 million merchants. If Digital Agent Passport becomes required for Worldpay transactions, it\u2019s instantly the largest agent identity system by volume.\nThe approach: Centralized credential authority. Not blockchain-based. Designed for compliance and enterprise procurement.\nMore info: Trulioo KYA Blog \u00b7 Developer Portal\nVouched AgentShield + KnowThat.ai\nWhat they\u2019re building: Two products. AgentShield detects whether a website visitor is an AI agent (free tool, What\u2019s deployed: Both live. AgentShield integrates via JS pixel or NPM package. KnowThat.ai has a working search at knowthat.ai . They\u2019ve also published the MCP-I specification \u2014an identity extension to Anthropic\u2019s Model Context Protocol.\nFunding: $22M total, including $17M Series A in September 2025 led by SpringRock Ventures.\nThe approach: ", + "content": "Cyberjaya Businesses - Companies Based in Cyberjaya, Selangor - Cybo\nBusiness People Phone Postal Code Address Web Email\nBrowse : Yellow Pages Area Codes Postal Codes Categories Add a Business\nWorld Yellow Pages\n\u00bb Malaysia\n\u00bb Cyberjaya\nCyberjaya\nPostal Codes Area Codes\nNearby Cities\nKuala Lumpur Subang Jaya Petaling Jaya Shah Alam See all\nWorld Yellow Pages\n\ud83c\uddfa\ud83c\uddf8 United States \ud83c\uddee\ud83c\uddf3 India \ud83c\uddff\ud83c\udde6 South Africa \ud83c\uddf5\ud83c\uddf7 Puerto Rico \ud83c\uddf5\ud83c\udded Philippines \ud83c\uddf9\ud83c\udded Thailand \ud83c\uddf2\ud83c\uddfe Malaysia \ud83c\uddf1\ud83c\uddf0 Sri Lanka \ud83c\uddef\ud83c\uddf5 Japan \ud83c\uddf3\ud83c\uddec Nigeria See All\nBack to top\nBusinesses in Cyberjaya\nSelect Category\nHotels & Travel Restaurants Automotive Financial Services Medical Beauty & Spas Community & Government\nCategories in Cyberjaya\nAuto Parts Store Car & Light Vehicle Dealerships Car rental Car repair Car Repair and Maintenance Car Wash Gas Station New car dealers Parking lots and garages 3D printing service Beauty Product Supplier Beverage Distributor Farming Food and Beverage Exporter Food Manufacturer Food Producer Food Products Supplier Fruits Wholesaler Fuel supplier Import Export Company Industrial Equipment Supplier Medical Equipment Supplier Security System Supplier Telecommunications Equipment Supplier Water filter supplier Wholesalers Boutique Children and baby clothing Cleaners Clothing stores Dry Cleaner Fashion Accessories Store Jewelers and watches Laundromat Laundry Service Men's clothing Shoe stores Women's clothing Internet Service Provider Media Company Mobile phone stores Satellite Communication Service Telecommunications Contractor Telecommunications Service Provider Association or Organization Churches City or Town Hall Club Community Center Day Care Center Distribution Service Electrical Substation Federal Government Office Government Office Mailing Service Mosques Non-Governmental Organization Non-Profit Organization Post Office Religion Sewage Treatment Plant Solar Energy Company Tax Department Cell phone accessory store Computer Accessories Store Computer Consultant Computer Repair Service Computer Service Computer Support and Services Data center Data Recovery Service Electronics Store Information services Mobile Phone Repair Shop Phone Repair Service Software Company Software Consultant Video Editing Service Web Hosting Company Aerospace Company Appliance Store Automation Company Building Construction Contractor Construction of buildings Contractor Electrical Engineer Electrical Supply Store Engineering Consultant Hardware store Home Goods Store Home Improvement Store Home Repair Contractor Housing Development Mechanical Engineer Paint Store Charter School College Education Educational Consultant Educational Institution Education Center Higher & Specialized Education International School Kindergarten Language School Learning Center Medical School Music School Nursery School Preschool Private Tutor Special Education School Training Centre Universities & Colleges University Vocational & Professional Training Aerial Photographer Animation Studio Art galleries Art Studio Design Agency Event management Fashion Designer Film Production Company Film, tv and video production Graphic Designer Interior Decorator Libraries Make-up Artist Photographer Photography Service Photography Studio Recording Studio Stadiums and arenas Tourist Attraction Website Designer Wedding Service Wedding Venue Arab restaurant Asian Fusion Restaurant Asian Restaurant Bakeries Barbecue Restaurant Bars, pubs and taverns Bistro Breakfast and brunch Burger restaurants Cafes Cake Shop Caterer Catering Food and Drink Supplies Chicken Restaurant Chinese Noodle Restaurant Chinese restaurants Coffee Shop Dessert Shop Diner Family Restaurant Fast food restaurants Food Court Food delivery services Grocery stores and supermarkets Halal restaurants Health and Beauty Shop Health Food Store Ice Cream Shop Indian Muslim Restaurant Indian restaurants Indonesian restaurants Japanese restaurants Korean restaurants Lounge Malaysian restaurants Meal Takeaway Middle eastern restaurants Modern Indian restaurant North Ind", "quality": "strong", "source_tier": "TIER_C", - "relevance_score": 1.0, + "relevance_score": 0.81, "acceptance_reason": "strong category-relevant crypto primary/technical evidence" }, { "type": "public_web", "source": "searxng", - "url": "https://aiagentsdirectory.com/blog/the-agent-economys-missing-layer-identity-reputation-and-trust", - "title": "The Agent Economy\u2019s Missing Layer: Identity, Reputation, and Trust", - "category": "USER_PAIN", - "summary": "As AI agents begin to transact and act autonomously, identity, reputation, and trust become critical. This article explores why trust infrastructure is the real bottleneck in the agent economy.", + "url": "https://docs.browserbase.com/platform/identity/overview", + "title": "Agent Identity - Browserbase Documentation", + "category": "ONCHAIN_ALTERNATIVES", + "summary": "Browserbase Identity helps your agents access sites as legitimate, authorized participants by providing them with a verifiable identity trusted by websites along with authentication features and configurable web access mechanisms such as\u2026", "fallback_evidence": false, - "content": "The Agent Economy\u2019s Missing Layer: Identity, Reputation, and Trust\nAdvertise \u00b7 6/6 left\nAdvertise \u00b7 6/6 left\nAI AGENTS DIRECTORY\nOpen menu\nSubmit\nEnter at least 3 characters to search, or try:\nCoding Sales Marketing SEO Video Voice\nEnter at least 3 characters to search, or try:\nCoding Sales Marketing SEO Video Voice\nNews\nBlog\nLeaderboard\nDirectory\nAI Agents Best Agents Free Agents Open Source Compare Agents Landscape Map Categories Agencies Alternatives\nAArena\nWrite for Us\nActions\nSubmit\nBack to Blog\nThe Agent Economy\u2019s Missing Layer: Identity, Reputation, and Trust\nOliver Parker\nJanuary 19, 2026\n3 min read\nShare X / Twitter LinkedIn Copy link\nOn this page\nWhat Is the Agent Economy, Really?\nWhy Identity Is Harder for Agents Than for Humans\nReputation: The Currency Agents Actually Respond To\nThe Trust Gap Is Slowing Agentic Commerce\nWhy Discovery and Evaluation Are Becoming Trust Primitives\nClosed vs. Open Agent Economies\nClosed Agent Economies\nOpen Agent Economies\nWhat Builders Should Be Paying Attention To Now\nThe Big Insight\nThe agent economy is no longer theoretical.\nAI agents are already:\nResearching products\nComparing options\nExecuting tasks\nInitiating transactions\nBut as agents move from demos into real economic activity, one problem keeps resurfacing:\nWe don\u2019t know who or what to trust.\nHumans have centuries-old systems for trust brands, contracts, courts, reputation, regulation.\nAgents have none of that by default.\nThis gap is becoming the biggest constraint on the agent economy\u2019s growth.\nWhat Is the Agent Economy, Really?\nAt its core, the agent economy is a system where autonomous or semi-autonomous software agents perform economic actions on behalf of humans or organizations .\nThat includes:\nBuying services\nSelecting tools\nNegotiating prices\nExecuting workflows\nTriggering payments\nAs soon as agents can act economically, three questions become unavoidable:\nWho is this agent?\nWhat is it allowed to do?\nCan its decisions be trusted?\nRight now, the ecosystem has no consistent answers.\nWhy Identity Is Harder for Agents Than for Humans\nHuman identity is anchored to:\nLegal names\nGovernments\nDocuments\nJurisdictions\nAgents don\u2019t fit that model.\nAn agent can be:\nSpun up instantly\nForked infinitely\nModified continuously\nActing for multiple principals\nOperating across platforms\nTraditional identity systems break under that flexibility.\nWithout agent-native identity, systems can\u2019t distinguish:\nA legitimate purchasing agent from a spoofed one\nA trusted evaluation agent from a biased one\nAn authorized agent from an overreaching one\nThis isn\u2019t a theoretical issue it\u2019s already blocking adoption.\nReputation: The Currency Agents Actually Respond To\nHumans trust brands.\nAgents trust track records .\nIn an agent economy, reputation isn\u2019t about perception.\nIt\u2019s about verifiable performance over time .\nA meaningful agent reputation system needs to answer:\nHow often does this agent succeed?\nUnder what conditions does it fail?\nHow consistent are its outputs?\nHas it behaved maliciously or unexpectedly?\nHow does it perform relative to alternatives?\nWithout this, agents default to:\nClosed ecosystems\nFirst-party tools\nHardcoded preferences\nThat kills competition and innovation.\nThe Trust Gap Is Slowing Agentic Commerce\nAgentic commerce, the ability for agents to transact autonomously, depends on trust being machine-readable.\nToday, most systems still require:\nHuman approvals\nManual verification\nCentralized control\nNot because autonomy isn\u2019t possible but because trust infrastructure is missing .\nThis is why the market is seeing increased focus on:\nAgent identity frameworks\nPermissioned agent scopes\nAudit logs\nEvaluation benchmarks\nReputation layers\nWithout these, autonomy becomes risk, not leverage.\nWhy Discovery and Evaluation Are Becoming Trust Primitives\nBefore agents can transact, they must:\nDiscover options\nEvaluate them objectively\nThis is where platforms like AArena play a critical role not as marketplaces in the traditional sense, but as tr", "quality": "strong", - "source_tier": "TIER_B", - "relevance_score": 1.0, + "source_tier": "TIER_A", + "relevance_score": 0.54, + "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://github.com/microsoft/agent-governance-toolkit", + "title": "GitHub - microsoft/agent-governance-toolkit: AI Agent\u2026", + "category": "OFFCHAIN_ALTERNATIVES", + "summary": "AI Agent Governance Toolkit \u2014 Policy enforcement, zero-trust identity, execution sandboxing, and reliability engineering for autonomous AI agents. Covers 10/10 Owasp Agentic Top 10. - microsoft/agent-governance-toolkit", + "fallback_evidence": false, + "quality": "strong", + "source_tier": "TIER_A", + "relevance_score": 0.48, + "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.virtuals.io/", + "title": "Virtuals Protocol | Society of AI Agents", + "category": "TOKEN_MODELS", + "summary": "Virtuals Protocol is a society of productive AI agents, each designed to generate services or products and autonomously engage in onchain commerce, with humans or other agents. These agents are tokenized through Agent Tokens, enabling capital formation, permissionless participation, and incentive alignment between creators, investors, and agents.", + "fallback_evidence": false, + "quality": "strong", + "source_tier": "TIER_C", + "relevance_score": 0.51, "acceptance_reason": "strong category-relevant crypto primary/technical evidence" } ], - "source_rejections": [], - "source_count": 13, - "source_rejection_count": 0, - "page_fetch_count": 13, - "search_result_count": 13, - "primary_source_count": 9, + "source_rejections": [ + { + "type": "public_web", + "source": "searxng", + "url": "https://www.peoplebrowsr.com/", + "title": "PeopleBrowsr \u2014 Superpowers for AI Agents", + "category": "USER_PAIN", + "summary": "PeopleBrowsr's battle-proven identity, scoring, social and digital asset infrastructure \u2014 now available for your AI Agent.", + "fallback_evidence": false, + "content": "PeopleBrowsr \u2014 Superpowers for AI Agents", + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.15 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://techdailyshot.com/blog/autonomous-ai-workflow-agents-enterprise-challenges-2026", + "title": "Autonomous AI Workflow Agents: First Enterprise Deployments Reveal Real ...", + "category": "USER_PAIN", + "summary": "The real-world challenges of deploying autonomous AI agents are forcing enterprises to recalibrate their automation strategies\u2014and their expectations. Change management: Teams are investing more in upskilling, documentation, and cross-functional collaboration to bridge the gap between AI and business operations.", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.33 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.linkedin.com/pulse/agentic-commerce-ai-economy-stack-infrastructure-autonomous-payments-twi4e", + "title": "Agentic commerce and the AI economy stack: Infrastructure for\u2026", + "category": "USER_PAIN", + "summary": "Traditional internet commerce is usually described with human business labels: B2B, B2C, C2C. Those still matter, but they\u2019re no longer enough.", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.23 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://aeroleads.com/list/top-software-companies-in-cyberjaya", + "title": "Top 22 Software Companies in Cyberjaya - Emails & Contacts", + "category": "USER_PAIN", + "summary": "Top Software Companies In Cyberjaya Browse 22 software companies in Cyberjaya, including 22 with websites, 22 with employee \u2026", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.05 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://support.xbox.com/en-US/help/games-apps/xbox-ai/virtual-agent-faq", + "title": "Support Virtual Agent FAQ | Xbox Support", + "category": "EXISTING_PROTOCOLS", + "summary": "The Xbox Support Virtual Agent is a conversational AI agent designed to help Xbox customers with their support problems regarding \u2026", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.08 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.peoplebrowsr.com/", + "title": "PeopleBrowsr \u2014 Superpowers for AI Agents", + "category": "EXISTING_PROTOCOLS", + "summary": "PeopleBrowsr's battle-proven identity, scoring, social and digital asset infrastructure \u2014 now available for your AI Agent.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://x.com/Fetch_ai/article/2059986074521235622", + "title": "The Agent Economy Thesis: Why Every AI Agent Needs Economic Identity", + "category": "EXISTING_PROTOCOLS", + "summary": "What Economic Identity Actually Means When a human enters an economy, they bring something: a reputation, a credit score, a business entity with legal standing, a social graph of trust. These prerequisites shape the terms of every transaction that follows. An agent without identity can: Execute transactions Spend tokens it was given", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.linkedin.com/blog/engineering/ai/contextual-agent-playbooks-and-tools-how-linkedin-gave-ai-coding-agents-organizational-context", + "title": "Contextual agent playbooks and tools: How LinkedIn gave AI\u2026", + "category": "EXISTING_PROTOCOLS", + "summary": "The answer became our Contextual Agent Playbooks & Tools (CAPT), a unified framework that brings together deep organizational knowledge, safe access to internal systems, and executable engineering workflows.", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.2 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://support.xbox.com/en-US/help/games-apps/xbox-ai/virtual-agent-faq", + "title": "Support Virtual Agent FAQ | Xbox Support", + "category": "EXISTING_PROTOCOLS", + "summary": "The Xbox Support Virtual Agent is a conversational AI agent designed to help Xbox customers with their support problems regarding \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.peoplebrowsr.com/", + "title": "PeopleBrowsr \u2014 Superpowers for AI Agents", + "category": "EXISTING_PROTOCOLS", + "summary": "PeopleBrowsr's battle-proven identity, scoring, social and digital asset infrastructure \u2014 now available for your AI Agent.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://x.com/Fetch_ai/article/2059986074521235622", + "title": "The Agent Economy Thesis: Why Every AI Agent Needs Economic Identity", + "category": "EXISTING_PROTOCOLS", + "summary": "Execute transactions Spend tokens it was given Move value from A to B An agent with economic identity can: Build a reputation over time Signal its capabilities to the market Be held accountable for its actions", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.linkedin.com/top-content/artificial-intelligence/building-trust-in-ai-applications/agent-to-agent-trust-without-data-sharing/", + "title": "Agent-to-Agent Trust Without Data Sharing", + "category": "EXISTING_PROTOCOLS", + "summary": "Google\u2019s Agent2Agent Protocol vs MCP: What\u2019s the Real Difference? It feels like theres something new everyday with AI Agents but most people are still confuse how these agents actually talk to each other vs how they talk to tools.", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.28 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.peoplebrowsr.com/", + "title": "PeopleBrowsr \u2014 Superpowers for AI Agents", + "category": "FAILED_PRECEDENTS", + "summary": "PeopleBrowsr's battle-proven identity, scoring, social and digital asset infrastructure \u2014 now available for your AI Agent.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://support.xbox.com/en-US/help/games-apps/xbox-ai/virtual-agent-faq", + "title": "Support Virtual Agent FAQ | Xbox Support", + "category": "FAILED_PRECEDENTS", + "summary": "The Xbox Support Virtual Agent is a conversational AI agent designed to help Xbox customers with their support problems regarding \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://x.com/Fetch_ai/article/2059986074521235622", + "title": "The Agent Economy Thesis: Why Every AI Agent Needs Economic Identity", + "category": "FAILED_PRECEDENTS", + "summary": "You could give an agent a centralized account, a score on a platform, a rating in a database. But centralized identity has a fatal flaw: it's governed by the platform that controls the database.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.linkedin.com/pulse/when-agent-pays-your-behalf-who-actually-authorized-christophe-cr%C3%A9mon-qsuwe", + "title": "When an Agent Pays on Your Behalf, Who Actually Authorized the\u2026", + "category": "FAILED_PRECEDENTS", + "summary": "You ask an agent to monitor a pair of sneakers and automatically buy them if the price drops back under $100. The agent does it.", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.12 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.peoplebrowsr.com/", + "title": "PeopleBrowsr \u2014 Superpowers for AI Agents", + "category": "FAILED_PRECEDENTS", + "summary": "PeopleBrowsr's battle-proven identity, scoring, social and digital asset infrastructure \u2014 now available for your AI Agent.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://support.xbox.com/en-US/help/games-apps/xbox-ai/virtual-agent-faq", + "title": "Support Virtual Agent FAQ | Xbox Support", + "category": "FAILED_PRECEDENTS", + "summary": "The Xbox Support Virtual Agent is a conversational AI agent designed to help Xbox customers with their support problems regarding \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://x.com/Fetch_ai/article/2059986074521235622", + "title": "The Agent Economy Thesis: Why Every AI Agent Needs Economic Identity", + "category": "FAILED_PRECEDENTS", + "summary": "What Economic Identity Actually Means When a human enters an economy, they bring something: a reputation, a credit score, a business entity with legal standing, a social graph of trust. These prerequisites shape the terms of every transaction that follows. An agent without identity can: Execute transactions Spend tokens it was given", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.linkedin.com/blog/engineering/ai/contextual-agent-playbooks-and-tools-how-linkedin-gave-ai-coding-agents-organizational-context", + "title": "Contextual agent playbooks and tools: How LinkedIn gave AI\u2026", + "category": "FAILED_PRECEDENTS", + "summary": "The answer became our Contextual Agent Playbooks & Tools (CAPT), a unified framework that brings together deep organizational knowledge, safe access to internal systems, and executable engineering workflows.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.peoplebrowsr.com/", + "title": "PeopleBrowsr \u2014 Superpowers for AI Agents", + "category": "ONCHAIN_ALTERNATIVES", + "summary": "PeopleBrowsr's battle-proven identity, scoring, social and digital asset infrastructure \u2014 now available for your AI Agent.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://support.xbox.com/en-US/help/games-apps/xbox-ai/virtual-agent-faq", + "title": "Support Virtual Agent FAQ | Xbox Support", + "category": "ONCHAIN_ALTERNATIVES", + "summary": "The Xbox Support Virtual Agent is a conversational AI agent designed to help Xbox customers with their support problems regarding \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://presenc.ai/research/agent-reputation-and-identity-2026", + "title": "The Agent Reputation Layer: Identity and Trust in Multi-Agent Systems ...", + "category": "ONCHAIN_ALTERNATIVES", + "summary": "Without solved identity and reputation primitives, agent-to-agent commerce collapses into either complete trust-collapse (anyone can spoof) or vendor-locked walled gardens (every platform builds its own and they don't interoperate). This page consolidates the protocol-level identity and reputation infrastructure in May 2026.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.peoplebrowsr.com/", + "title": "PeopleBrowsr \u2014 Superpowers for AI Agents", + "category": "OFFCHAIN_ALTERNATIVES", + "summary": "PeopleBrowsr's battle-proven identity, scoring, social and digital asset infrastructure \u2014 now available for your AI Agent.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://support.xbox.com/en-US/help/games-apps/xbox-ai/virtual-agent-faq", + "title": "Support Virtual Agent FAQ | Xbox Support", + "category": "OFFCHAIN_ALTERNATIVES", + "summary": "The Xbox Support Virtual Agent is a conversational AI agent designed to help Xbox customers with their support problems regarding \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://x.com/Fetch_ai/article/2059986074521235622", + "title": "The Agent Economy Thesis: Why Every AI Agent Needs Economic Identity", + "category": "OFFCHAIN_ALTERNATIVES", + "summary": "What Economic Identity Actually Means When a human enters an economy, they bring something: a reputation, a credit score, a business entity with legal standing, a social graph of trust. These prerequisites shape the terms of every transaction that follows. An agent without identity can: Execute transactions Spend tokens it was given", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.peoplebrowsr.com/", + "title": "PeopleBrowsr \u2014 Superpowers for AI Agents", + "category": "OFFCHAIN_ALTERNATIVES", + "summary": "PeopleBrowsr's battle-proven identity, scoring, social and digital asset infrastructure \u2014 now available for your AI Agent.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://support.xbox.com/en-US/help/games-apps/xbox-ai/virtual-agent-faq", + "title": "Support Virtual Agent FAQ | Xbox Support", + "category": "OFFCHAIN_ALTERNATIVES", + "summary": "The Xbox Support Virtual Agent is a conversational AI agent designed to help Xbox customers with their support problems regarding \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.linkedin.com/top-content/technology/artificial-intelligence-in-business/", + "title": "Nejlep\u0161\u00ed obsah na LinkedIn (Artificial Intelligence in Business\u2026", + "category": "OFFCHAIN_ALTERNATIVES", + "summary": "It allows people to work at higher levels of abstraction, automate repetitive tasks, and focus human capability on communication, creativity, decision making and complex problem solving.", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.1 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://learn.microsoft.com/en-us/agent-framework/overview/", + "title": "Microsoft Agent Framework Overview | Microsoft Learn", + "category": "OFFCHAIN_ALTERNATIVES", + "summary": "6 days ago \u00b7 Build AI agents and multi-agent workflows in .NET, Python, and Go with Microsoft Agent Framework.", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.12 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.peoplebrowsr.com/", + "title": "PeopleBrowsr \u2014 Superpowers for AI Agents", + "category": "TOKEN_MODELS", + "summary": "PeopleBrowsr's battle-proven identity, scoring, social and digital asset infrastructure \u2014 now available for your AI Agent.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://support.xbox.com/en-US/help/games-apps/xbox-ai/virtual-agent-faq", + "title": "Support Virtual Agent FAQ | Xbox Support", + "category": "TOKEN_MODELS", + "summary": "The Xbox Support Virtual Agent is a conversational AI agent designed to help Xbox customers with their support problems regarding \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.linkedin.com/company/ping-identity", + "title": "Ping Identity | LinkedIn", + "category": "TOKEN_MODELS", + "summary": "Ping Identity | 168 957 sleduj\u00edc\u00edch u\u017eivatel\u016f na LinkedIn. Identity Security for the Global Enterprise | At Ping Identity, we make it possible to trust every digital moment across customers, employees, partners, and non-human identities.", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.33 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.peoplebrowsr.com/", + "title": "PeopleBrowsr \u2014 Superpowers for AI Agents", + "category": "TOKEN_MODELS", + "summary": "PeopleBrowsr's battle-proven identity, scoring, social and digital asset infrastructure \u2014 now available for your AI Agent.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://support.xbox.com/en-US/help/games-apps/xbox-ai/virtual-agent-faq", + "title": "Support Virtual Agent FAQ | Xbox Support", + "category": "TOKEN_MODELS", + "summary": "The Xbox Support Virtual Agent is a conversational AI agent designed to help Xbox customers with their support problems regarding \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.virtuals.io/", + "title": "Virtuals Protocol | Society of AI Agents", + "category": "TOKEN_MODELS", + "summary": "Virtuals Protocol is a society of productive AI agents, each designed to generate services or products and autonomously engage in onchain commerce, with humans or other agents. These agents are tokenized through Agent Tokens, enabling capital formation, permissionless participation, and incentive alignment between creators, investors, and agents.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://learn.microsoft.com/en-us/microsoft-agent-365/overview", + "title": "Microsoft Agent 365 overview | Microsoft Learn", + "category": "TOKEN_MODELS", + "summary": "Jun 3, 2026 \u00b7 Discover how Microsoft Agent 365 empowers organizations with secure, scalable, and compliant AI agents to enhance \u2026", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.08 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.peoplebrowsr.com/", + "title": "PeopleBrowsr \u2014 Superpowers for AI Agents", + "category": "COLLATERAL_MODELS", + "summary": "PeopleBrowsr's battle-proven identity, scoring, social and digital asset infrastructure \u2014 now available for your AI Agent.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://support.xbox.com/en-US/help/games-apps/xbox-ai/virtual-agent-faq", + "title": "Support Virtual Agent FAQ | Xbox Support", + "category": "COLLATERAL_MODELS", + "summary": "The Xbox Support Virtual Agent is a conversational AI agent designed to help Xbox customers with their support problems regarding \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.virtuals.io/", + "title": "Virtuals Protocol | Society of AI Agents", + "category": "COLLATERAL_MODELS", + "summary": "Virtuals Protocol is a society of productive AI agents, each designed to generate services or products and autonomously engage in onchain commerce, with humans or other agents. These agents are tokenized through Agent Tokens, enabling capital formation, permissionless participation, and incentive alignment between creators, investors, and agents.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://learn.microsoft.com/en-us/microsoft-agent-365/overview", + "title": "Microsoft Agent 365 overview | Microsoft Learn", + "category": "COLLATERAL_MODELS", + "summary": "Jun 3, 2026 \u00b7 Discover how Microsoft Agent 365 empowers organizations with secure, scalable, and compliant AI agents to enhance \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.peoplebrowsr.com/", + "title": "PeopleBrowsr \u2014 Superpowers for AI Agents", + "category": "STAKING_SLASHING_PRECEDENTS", + "summary": "PeopleBrowsr's battle-proven identity, scoring, social and digital asset infrastructure \u2014 now available for your AI Agent.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://support.xbox.com/en-US/help/games-apps/xbox-ai/virtual-agent-faq", + "title": "Support Virtual Agent FAQ | Xbox Support", + "category": "STAKING_SLASHING_PRECEDENTS", + "summary": "The Xbox Support Virtual Agent is a conversational AI agent designed to help Xbox customers with their support problems regarding \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.virtuals.io/", + "title": "Virtuals Protocol | Society of AI Agents", + "category": "STAKING_SLASHING_PRECEDENTS", + "summary": "Virtuals Protocol is a society of productive AI agents, each designed to generate services or products and autonomously engage in onchain commerce, with humans or other agents. These agents are tokenized through Agent Tokens, enabling capital formation, permissionless participation, and incentive alignment between creators, investors, and agents.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://learn.microsoft.com/en-us/microsoft-agent-365/overview", + "title": "Microsoft Agent 365 overview | Microsoft Learn", + "category": "STAKING_SLASHING_PRECEDENTS", + "summary": "Jun 3, 2026 \u00b7 Discover how Microsoft Agent 365 empowers organizations with secure, scalable, and compliant AI agents to enhance \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.youtube.com/watch?v=SbUVIOpjWo0", + "title": "Crypto Education - Slashing Explained | Animation | Cryptomatics", + "category": "STAKING_SLASHING_PRECEDENTS", + "summary": "In this video, we will explain what slashing is. We will also briefly cover its purpose and the key misbehaviors that incur slashing. // Source: Youtube // Channel: Cryptomatics", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_SEARCH_NOISE", + "relevance_score": 0.0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.youtube.com/watch?v=mvlNQHAJn8A", + "title": "What is Slashing? | Crypto Terms Explained", + "category": "STAKING_SLASHING_PRECEDENTS", + "summary": "30 views - 3 months ago - YouTube - Blockspot", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_SEARCH_NOISE", + "relevance_score": 0.0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.youtube.com/watch?v=mFfxE6M_AXU", + "title": "Slashing", + "category": "STAKING_SLASHING_PRECEDENTS", + "summary": "Slashing is a penalty mechanism designed to discourage dishonest or malicious behavior by validators. If a validator is found to ... // Source: Youtube // Channel: The Tally Stick", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_SEARCH_NOISE", + "relevance_score": 0.0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.youtube.com/watch?v=Ou1_xXwGDk8", + "title": "Slashing explained. How proof-of-stake punishes bad validators", + "category": "STAKING_SLASHING_PRECEDENTS", + "summary": "21.7K views - 11 months ago - YouTube - CEX.IO", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_SEARCH_NOISE", + "relevance_score": 0.0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.peoplebrowsr.com/", + "title": "PeopleBrowsr \u2014 Superpowers for AI Agents", + "category": "PROVIDER_ECONOMICS", + "summary": "PeopleBrowsr's battle-proven identity, scoring, social and digital asset infrastructure \u2014 now available for your AI Agent.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://support.xbox.com/en-US/help/games-apps/xbox-ai/virtual-agent-faq", + "title": "Support Virtual Agent FAQ | Xbox Support", + "category": "PROVIDER_ECONOMICS", + "summary": "The Xbox Support Virtual Agent is a conversational AI agent designed to help Xbox customers with their support problems regarding \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.virtuals.io/", + "title": "Virtuals Protocol | Society of AI Agents", + "category": "PROVIDER_ECONOMICS", + "summary": "Virtuals Protocol is a society of productive AI agents, each designed to generate services or products and autonomously engage in onchain commerce, with humans or other agents. These agents are tokenized through Agent Tokens, enabling capital formation, permissionless participation, and incentive alignment between creators, investors, and agents.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://learn.microsoft.com/en-us/microsoft-agent-365/overview", + "title": "Microsoft Agent 365 overview | Microsoft Learn", + "category": "PROVIDER_ECONOMICS", + "summary": "Jun 3, 2026 \u00b7 Discover how Microsoft Agent 365 empowers organizations with secure, scalable, and compliant AI agents to enhance \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.youtube.com/watch?v=i-W9638kNJM", + "title": "DECENTRALIZED DATA ARCHITECTS | How To Sell Verifiable Information In The Web3 Marketplace", + "category": "PROVIDER_ECONOMICS", + "summary": "Unlock the future of the digital economy in this comprehensive masterclass on becoming a **Decentralized Data Architect**. // Source: Youtube // Channel: W3 NOTES | The \"Internet Cash Flow\" Journal l", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_SEARCH_NOISE", + "relevance_score": 0.0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.youtube.com/watch?v=oIgfed2BtpI", + "title": "Decentralized Finance: How Stablecoins and Blockchain Are Changing Payments", + "category": "PROVIDER_ECONOMICS", + "summary": "26.3K views - 9 months ago - YouTube - Equinix", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_SEARCH_NOISE", + "relevance_score": 0.0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.youtube.com/watch?v=MhCOWF5jlvA", + "title": "PolySwarm | Decentralized Marketplace for Security Experts | Evelyn Hytopoulos | WCEF | Polyswarm.io", + "category": "PROVIDER_ECONOMICS", + "summary": "https://polyswarm.io Recorded Live at the World Crypto Economic Forum (WCEF) at the South San Francisco Conference Center ... // Source: Youtube // Channel: BGN - Blockchain Global News", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_SEARCH_NOISE", + "relevance_score": 0.0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.youtube.com/watch?v=0fBYZPHOQds", + "title": "From AWS to Akash: Greg Osuri on Building a Decentralized Compute Marketplace", + "category": "PROVIDER_ECONOMICS", + "summary": "886 views - 3 months ago - YouTube - Smart Economy Network", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_SEARCH_NOISE", + "relevance_score": 0.0 + } + ], + "source_count": 16, + "source_rejection_count": 57, + "page_fetch_count": 14, + "search_result_count": 73, + "primary_source_count": 11, "coverage": { "USER_PAIN": true, "EXISTING_PROTOCOLS": false, @@ -1462,11 +2476,11 @@ "TOKENOMICS_FAILURES": false, "SECURITY_INCIDENTS": false, "ONCHAIN_ALTERNATIVES": true, - "OFFCHAIN_ALTERNATIVES": false, + "OFFCHAIN_ALTERNATIVES": true, "LEGAL_REGULATORY": true, "PRE_TOKEN_MONETIZATION": false }, - "coverage_ratio": 0.19, + "coverage_ratio": 0.25, "coverage_confidence": { "USER_PAIN": "HIGH", "EXISTING_PROTOCOLS": "NONE", @@ -1481,7 +2495,7 @@ "TOKENOMICS_FAILURES": "NONE", "SECURITY_INCIDENTS": "NONE", "ONCHAIN_ALTERNATIVES": "HIGH", - "OFFCHAIN_ALTERNATIVES": "NONE", + "OFFCHAIN_ALTERNATIVES": "MEDIUM", "LEGAL_REGULATORY": "HIGH", "PRE_TOKEN_MONETIZATION": "NONE" }, @@ -1499,19 +2513,38 @@ "TOKENOMICS_FAILURES": "NONE", "SECURITY_INCIDENTS": "NONE", "ONCHAIN_ALTERNATIVES": "HIGH", - "OFFCHAIN_ALTERNATIVES": "NONE", + "OFFCHAIN_ALTERNATIVES": "MEDIUM", "LEGAL_REGULATORY": "HIGH", "PRE_TOKEN_MONETIZATION": "NONE" }, "source_provider_health": "SEARCH_WORKED", "search_engine_health": { - "RATE_LIMITED": 5, - "ACCESS_DENIED": 3, - "CAPTCHA": 5, - "TIMEOUT": 1 + "RATE_LIMITED": 79, + "UNAVAILABLE": 1, + "ACCESS_DENIED": 39, + "CAPTCHA": 88, + "TIMEOUT": 7, + "PROTOCOL_ERROR": 5 }, - "queries_avoided_due_to_circuit_breaker": 25, - "source_acceptance_rate": 1.0, + "engine_circuit_breaker_events": { + "brave": 16, + "brave.videos": 16, + "google cse": 16, + "google cse images": 16, + "mojeek news": 16, + "qwant": 16, + "qwant images": 16, + "startpage": 16, + "startpage images": 16, + "startpage news": 16, + "brave.images": 15, + "mojeek images": 12, + "mojeek": 11, + "duckduckgo": 8 + }, + "queries_avoided_due_to_engine_failure": 10, + "queries_avoided_due_to_circuit_breaker": 10, + "source_acceptance_rate": 0.22, "research_status": "EVIDENCE_INSUFFICIENT", "unverified_categories": [ "EXISTING_PROTOCOLS", @@ -1525,78 +2558,70 @@ "VALUE_CAPTURE", "TOKENOMICS_FAILURES", "SECURITY_INCIDENTS", - "OFFCHAIN_ALTERNATIVES", "PRE_TOKEN_MONETIZATION" ] }, "research_confidence": "EVIDENCE_INSUFFICIENT", "legal_review_required": true, - "rank": 2 + "corrected_review_scope": "former_v031_survivor_reprocessed_without_new_ideas" }, { - "proposal_id": "9bffcfb7-01b9-4cb8-85a4-09308417930f", - "company": "Compute Clearance Network", - "one_line_thesis": "A neutral marketplace that continuously clears idle autonomous compute, robotics, and edge-inference capacity into verifiable service-level commitments for buyers who need resilient machine-operated infrastructure.", - "product_thesis": "As more infrastructure becomes autonomous, buyers will need capacity that is not just available, but provably reachable, correctly configured, and able to meet latency, uptime, location, and security constraints. Compute Clearance Network would act as a neutral coordination layer where independent operators list machine capacity, automated buyers express service requirements, and the network matches, monitors, and settles usage based on observed performance.", - "protocol_thesis": "A neutral network can standardize supply descriptions, independent monitoring, reputation, workload placement, failover routing, and commercial settlement without forcing all participants into one cloud, one hardware vendor, or one application stack.", - "user": "Infrastructure teams, robotics operators, edge AI companies, autonomous vehicle fleets, industrial automation providers, and machine agents that need reliable distributed compute or execution capacity outside hyperscaler clouds.", + "proposal_id": "ace6f45b-84a9-4b91-9718-f2504c9da638", + "company": "PatchBond Network", + "one_line_thesis": "A neutral bond-backed marketplace where software vendors post security remediation commitments and independent researchers, insurers, and enterprise buyers verify whether critical vulnerabilities are fixed within agreed windows.", + "product_thesis": "Enterprise customers increasingly require proof that vendors can remediate exploitable vulnerabilities quickly, but today they rely on questionnaires, vague SLAs, and private trust. PatchBond creates standardized security performance bonds tied to specific software products, vulnerability classes, severity levels, and remediation deadlines. Vendors pay to publish bonded commitments; independent assessors verify incidents and outcomes; buyers use the bond history as procurement evidence.", + "protocol_thesis": "A neutral network can standardize definitions, evidence rules, verification workflows, and payout conditions across many vendors and buyers, making security commitments comparable and reusable.", + "user": "Enterprise security, procurement, and third-party risk teams evaluating software vendors.", "pre_token_business": "Sell useful product/network access before native token issuance using fiat/stablecoin credits, paid beta, subscription, service credits, or legally reviewed membership. No native token required.", "pre_token_monetization": "STABLECOIN_USAGE_FEES", "pre_token_monetization_potential": 80.0, "pre_token_revenue_ladder": { - "1000": "Sell 10 x $100 paid beta/API-credit packages to Infrastructure teams, robotics operators, edge AI companies, autonomous vehicle fleets, industrial automation providers, and machine agents that need reliable distributed compute o for As more infrastructure becomes autonomous, buyers will need capacity that is not just available, but provably reachable, correctly configured, and able to meet latency, uptime, location, and security constraints. Compute; fulfill with hosted testnet/API access and automated reports.", - "5000": "Sell 20 x $250 monthly usage-credit packages via Fiat subscription, card, ACH, wire transfer, and usage-based invoicing.; buyers get measurable protocol simulations, SDK/API access, and evidence dashboards before any token.", + "1000": "Sell 10 x $100 paid beta/API-credit packages to Enterprise security, procurement, and third-party risk teams evaluating software vendors. for Enterprise customers increasingly require proof that vendors can remediate exploitable vulnerabilities quickly, but today they rely on questionnaires, vague SLAs, and private trust. PatchBond creates standardized securit; fulfill with hosted testnet/API access and automated reports.", + "5000": "Sell 20 x $250 monthly usage-credit packages via Subscription and transaction fees paid in fiat by vendors, buyers, and insurers.; buyers get measurable protocol simulations, SDK/API access, and evidence dashboards before any token.", "10000": "Sell 20 x $500 subscription/service-credit plans; fulfillment is self-service onboarding, usage metering, testnet jobs, and downloadable verification evidence." }, - "protocol_economy": "A neutral network can standardize supply descriptions, independent monitoring, reputation, workload placement, failover routing, and commercial settlement without forcing all participants into one cloud, one hardware vendor, or one application stack.", - "token_economy": "A native token is minimally justified only if it is the protocol's slashable economic security asset for provider, verifier, solver, and machine-agent accountability. It should not be required as the primary payment asset, governance token, access credential, or generic reward asset. The strongest use is staking/bonding against objectively verifiable service commitments, capacity claims, verifier accuracy, and failover obligations where the protocol needs a common collateral unit that can be escrowed, slashed, and reputation-linked across heterogeneous providers and jurisdictions.", - "token_thesis": "A native token is minimally justified only if it is the protocol's slashable economic security asset for provider, verifier, solver, and machine-agent accountability. It should not be required as the primary payment asset, governance token, access credential, or generic reward asset. The strongest use is staking/bonding against objectively verifiable service commitments, capacity claims, verifier accuracy, and failover obligations where the protocol needs a common collateral unit that can be escrowed, slashed, and reputation-linked across heterogeneous providers and jurisdictions.", - "why_onchain": "Onchain implementation could materially improve this system if the network is coordinating many independent compute, robotics, and edge-inference providers who do not fully trust one another. The strongest onchain case is neutral settlement, escrowed payments, programmable SLA guarantees, auditable usage records, permissionless provider onboarding, and machine-to-machine purchasing of capacity. Buyers and autonomous agents could reserve capacity, lock funds, verify telemetry or attestations, and settle automatically based on observed uptime, latency, location, or execution proofs. This matters more if the network becomes cross-organization and global rather than a managed marketplace with manually vetted providers.", + "protocol_economy": "A neutral network can standardize definitions, evidence rules, verification workflows, and payout conditions across many vendors and buyers, making security commitments comparable and reusable.", + "token_economy": "PatchBond Protocol does not require a native token for its minimum viable economic design. The core system depends on enforceable bond collateral, verified attestations, claim settlement, assessor accountability, vendor performance records, and buyer/insurer data access. These functions are better served by stablecoins, fiat escrow, surety instruments, legal agreements, credentialed assessor registries, and slashing of denominated collateral. A native token would add volatility, regulatory risk, and incentive distortion unless it is strictly limited to a protocol-level security bond for participants without legal or contractual recourse.", + "token_thesis": "PatchBond Protocol does not require a native token for its minimum viable economic design. The core system depends on enforceable bond collateral, verified attestations, claim settlement, assessor accountability, vendor performance records, and buyer/insurer data access. These functions are better served by stablecoins, fiat escrow, surety instruments, legal agreements, credentialed assessor registries, and slashing of denominated collateral. A native token would add volatility, regulatory risk, and incentive distortion unless it is strictly limited to a protocol-level security bond for participants without legal or contractual recourse.", + "why_onchain": "PatchBond materially benefits from onchain implementation because its core asset is a neutral, reusable, verifiable record of bonded remediation commitments, escrowed value, claim outcomes, and assessor decisions across many vendors, buyers, insurers, and researchers. Smart contracts can make bond funding, deadlines, payout rules, claim states, and historical performance tamper-evident and consistently enforceable without requiring buyers to trust PatchBond or individual vendors as the sole recordkeeper.", "why_token": "Token score derives from structural utility, not native payment currency alone.", "token_role_decomposition": { - "SECURITY_BOND": "REQUIRED", - "SLASHABLE_COLLATERAL": "REQUIRED", - "PROVIDER_ADMISSION": "STRONGLY_USEFUL", - "RESOURCE_ALLOCATION": "STRONGLY_USEFUL", - "MACHINE_ECONOMIC_IDENTITY": "STRONGLY_USEFUL", + "SECURITY_BOND": "STRONGLY_USEFUL", + "SLASHABLE_COLLATERAL": "STRONGLY_USEFUL", + "PROVIDER_ADMISSION": "USEFUL", + "RESOURCE_ALLOCATION": "USEFUL", + "MACHINE_ECONOMIC_IDENTITY": "OPTIONAL", "CONTRIBUTION_ACCOUNTING": "USEFUL", - "SECURITY_BUDGET": "STRONGLY_USEFUL", - "PROTOCOL_FEE_ASSET": "OPTIONAL", - "PROVIDER_REWARD": "OPTIONAL", + "SECURITY_BUDGET": "OPTIONAL", + "PROTOCOL_FEE_ASSET": "UNNECESSARY", + "PROVIDER_REWARD": "UNNECESSARY", "DEMAND_SIDE_PAYMENT": "UNNECESSARY", - "GOVERNANCE": "OPTIONAL", + "GOVERNANCE": "UNNECESSARY", "ACCESS": "UNNECESSARY", "TREASURY": "OPTIONAL", - "OTHER": "USEFUL" + "OTHER": "UNNECESSARY" }, "token_utility_scores": { "SECURITY_UTILITY": 85, - "COORDINATION_UTILITY": 75, + "COORDINATION_UTILITY": 35, "COLLATERAL_UTILITY": 85, "SLASHING_UTILITY": 82, - "RESOURCE_ALLOCATION_UTILITY": 82, + "RESOURCE_ALLOCATION_UTILITY": 25, "INCENTIVE_UTILITY": 25, "NETWORK_BOOTSTRAP_UTILITY": 75, "VALUE_CAPTURE_UTILITY": 75, - "MACHINE_ECONOMIC_UTILITY": 84, + "MACHINE_ECONOMIC_UTILITY": 25, "GOVERNANCE_UTILITY": 10, "PAYMENT_UTILITY": 10, - "SPECULATION_DEPENDENCE": 85 + "SPECULATION_DEPENDENCE": 5 }, "strong_token_roles": [ "SECURITY_BOND", - "SLASHABLE_COLLATERAL", - "PROVIDER_ADMISSION", - "RESOURCE_ALLOCATION", - "MACHINE_ECONOMIC_IDENTITY", - "SECURITY_BUDGET" + "SLASHABLE_COLLATERAL" ], "strong_structural_roles": [ "SECURITY_BOND", - "SLASHABLE_COLLATERAL", - "PROVIDER_ADMISSION", - "RESOURCE_ALLOCATION", - "MACHINE_ECONOMIC_IDENTITY" + "SLASHABLE_COLLATERAL" ], "argument_for_native_token": "", "argument_against_native_token": "", @@ -1617,49 +2642,36 @@ "native_token_removed_outcome": "Native token removal materially degrades security/reputation if required roles remain.", "native_token_removed_degrades_protocol": true, "token_utility": [ - "protocol fee settlement" + "token utility not proven" ], - "token_necessity_classification": "TOKEN_ESSENTIAL", + "token_necessity_classification": "TOKEN_OPTIONAL", "token_demand_loop": [ - { - "loop": "More buyer demand creates more active service commitments; more commitments require larger provider bonds; larger bonded demand creates structural token lockup proportional to economic risk." - }, - { - "loop": "Higher-value workloads require stronger verification; verifier and monitor roles must post accuracy bonds; verifier bond demand rises with settlement volume and dispute value." - }, - { - "loop": "Providers with better reputation can win more demand but must maintain sufficient bonded collateral; reputation and earning capacity become linked to continued token staking." - }, - { - "loop": "Solvers routing larger or more complex commitments post bonds against manipulation, failed routing, or invalid reservation proposals; solver bond demand grows with routing volume." - }, - { - "loop": "Slashing events recapitalize insurance, verifier rewards, or buyer compensation pools, increasing trust in the network and allowing higher-value demand to enter." - }, - { - "loop": "As autonomous machine agents use the protocol, bonded machine identities accumulate reputation, increasing switching costs and making the token a persistent accountability layer." - } + "users consume service", + "users pay protocol fees", + "providers stake token", + "bad providers are slashed", + "usage-linked fees sustain rewards" ], "value_capture": "Usage fees accrue to providers, security budget, and protocol treasury.", "network_effect": "More users attract more providers, improving liquidity/reliability.", - "bootstrap_plan": "Start with one narrow wedge: regional GPU and edge CPU capacity for latency-sensitive inference failover. Recruit operators with underutilized hardware, validate their capacity through active probes, and sell redundancy packages to AI application teams already worried about cloud outages or regional latency.", - "autonomous_operability": 52, + "bootstrap_plan": "Start with one vertical where software supply chain risk is acute, such as healthcare SaaS. Recruit vendors that already have strong remediation practices and want sales differentiation. Run manual verification with a small assessor panel before automating intake and reporting.", + "autonomous_operability": 53, "crypto_autonomy_class": "ASSISTED_CRYPTO", "regulatory_manageability": 72, "security_assessment": "PASS_FOR_TESTNET_DESIGN", - "security_risk": 85, + "security_risk": 93, "guard_verdict": "PASS_FOR_TESTNET_DESIGN", - "validation_experiment": "Within 30 days, onboard at least 3 independent providers in different regions, run synthetic workloads every hour, sell one paid failover pilot to an inference customer, and prove that the network can route traffic away from a degraded provider within a defined recovery window.", + "validation_experiment": "Create a no-code registry with 10 hypothetical bond templates and sell paid pilot participation to SaaS vendors currently facing enterprise security reviews. Measure whether buyers accept PatchBond records as a substitute for custom remediation SLA negotiation.", "component_scores": { - "TOKEN_NECESSITY": 100, + "TOKEN_NECESSITY": 62, "REAL_USAGE_DEMAND": 80, - "ONCHAIN_NECESSITY": 72.0, + "ONCHAIN_NECESSITY": 78.0, "VALUE_ACCRUAL_QUALITY": 96, "NETWORK_EFFECT_POTENTIAL": 85, "TOKENOMICS_SUSTAINABILITY": 100, "BOOTSTRAPPABILITY": 55, - "AUTONOMOUS_OPERABILITY": 52, - "SECURITY_MODEL_QUALITY": 85, + "AUTONOMOUS_OPERABILITY": 53, + "SECURITY_MODEL_QUALITY": 93, "REGULATORY_MANAGEABILITY": 72, "PRE_TOKEN_MONETIZATION_POTENTIAL": 80.0 }, @@ -1671,12 +2683,12 @@ "native_token_removed_degrades_protocol": true, "native_token_removed_degradation_dimensions": { "SECURITY_DEGRADATION": true, - "COORDINATION_DEGRADATION": true, - "RESOURCE_ALLOCATION_DEGRADATION": true, + "COORDINATION_DEGRADATION": false, + "RESOURCE_ALLOCATION_DEGRADATION": false, "BOOTSTRAP_DEGRADATION": false, "VALUE_CAPTURE_DEGRADATION": false, "NETWORK_EFFECT_DEGRADATION": true, - "MACHINE_ECONOMIC_DEGRADATION": true + "MACHINE_ECONOMIC_DEGRADATION": false }, "stablecoin_payment_substitute_works": true, "eth_collateral_substitute_works": false, @@ -1687,76 +2699,73 @@ ] }, "token_red_team_flags": [ - "SPECULATION_DEPENDENT", - "REVENUE_CLAIM_LANGUAGE", - "BUYBACK_DEPENDENCY", - "YIELD_DEPENDENCY" + "TOKEN_NOT_REQUIRED" ], - "crypto_ic_decision": "REJECT_SPECULATIVE", - "crypto_ic_score": 63.7, + "crypto_ic_decision": "REJECT_TOKEN_UTILITY_WEAK", + "crypto_ic_score": 73.6, "research": { "query_plan": { "USER_PAIN": [ - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente user pain", - "Infrastructure teams, robotics operators, edge AI companies, autonomous vehicle fleets, industrial automation providers, and machine agents that need reliable distributed compute or execution capacity outside hyperscaler clouds. coordination failure" + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever user pain", + "Enterprise security, procurement, and third-party risk teams evaluating software vendors. coordination failure" ], "EXISTING_PROTOCOLS": [ - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente protocol documentation", - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente crypto protocol precedent" + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever protocol documentation", + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever crypto protocol precedent" ], "FAILED_PRECEDENTS": [ - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente failed crypto project", - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente postmortem" + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever failed crypto project", + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever postmortem" ], "ONCHAIN_ALTERNATIVES": [ - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente onchain escrow settlement attestation" + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever onchain escrow settlement attestation" ], "OFFCHAIN_ALTERNATIVES": [ - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente SaaS alternative", - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente offchain alternative" + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever SaaS alternative", + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever offchain alternative" ], "TOKEN_MODELS": [ - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente token model staking", - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente tokenomics" + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever token model staking", + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever tokenomics" ], "COLLATERAL_MODELS": [ - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente collateral model stablecoin ETH staking" + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever collateral model stablecoin ETH staking" ], "STAKING_SLASHING_PRECEDENTS": [ - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente staking slashing", + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever staking slashing", "objective slashing crypto protocol" ], "PROVIDER_ECONOMICS": [ - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente provider economics", + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever provider economics", "decentralized provider marketplace economics" ], "NETWORK_BOOTSTRAP": [ - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente network bootstrap", + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever network bootstrap", "crypto protocol bootstrap supply demand" ], "SECURITY_FAILURES": [ - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente security incident", - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente exploit postmortem" + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever security incident", + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever exploit postmortem" ], "LEGAL_REGULATORY": [ - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente token regulatory risk", + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever token regulatory risk", "crypto staking slashing regulatory" ], "TOKEN_LAUNCH_PRECEDENTS": [ - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente token launch", + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever token launch", "protocol token launch precedent" ], "PRE_TOKEN_MONETIZATION": [ - "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente paid beta", + "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever paid beta", "crypto protocol pre token revenue" ] }, "query_results": [ { "category": "USER_PAIN", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente user pain", + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever user pain", "status": "SEARCH_WORKED", - "result_count": 108, + "result_count": 95, "unresponsive_engines": [ [ "brave", @@ -1770,6 +2779,82 @@ "brave.videos", "Suspended: too many requests" ], + [ + "duckduckgo", + "CAPTCHA" + ], + [ + "google cse", + "Suspended: too many requests" + ], + [ + "google cse images", + "Suspended: too many requests" + ], + [ + "mojeek", + "Suspended: access denied" + ], + [ + "mojeek images", + "Suspended: access denied" + ], + [ + "mojeek news", + "Suspended: access denied" + ], + [ + "qwant", + "CAPTCHA" + ], + [ + "qwant images", + "CAPTCHA" + ], + [ + "seznam", + "timeout" + ], + [ + "startpage", + "Suspended: CAPTCHA" + ], + [ + "startpage images", + "Suspended: CAPTCHA" + ], + [ + "startpage news", + "Suspended: CAPTCHA" + ], + [ + "yahoo", + "HTTP protocol error" + ] + ] + }, + { + "category": "USER_PAIN", + "query": "Enterprise security, procurement, and third-party risk teams evaluating software vendors. coordination failure", + "status": "SEARCH_WORKED", + "result_count": 110, + "unresponsive_engines": [ + [ + "brave", + "Suspended: too many requests" + ], + [ + "brave.images", + "Suspended: too many requests" + ], + [ + "brave.videos", + "Suspended: too many requests" + ], + [ + "duckduckgo", + "CAPTCHA" + ], [ "google cse", "Suspended: too many requests" @@ -1809,158 +2894,816 @@ [ "startpage news", "Suspended: CAPTCHA" + ], + [ + "yahoo", + "Suspended: HTTP protocol error" ] ] }, { - "category": "USER_PAIN", - "query": "Infrastructure teams, robotics operators, edge AI companies, autonomous vehicle fleets, industrial automation providers, and machine agents that need reliable distributed compute or execution capacity outside hyperscaler clouds. coordination failure", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "category": "EXISTING_PROTOCOLS", + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever protocol documentation", + "status": "SEARCH_WORKED", + "result_count": 106, + "unresponsive_engines": [ + [ + "brave", + "Suspended: too many requests" + ], + [ + "brave.images", + "Suspended: too many requests" + ], + [ + "brave.videos", + "Suspended: too many requests" + ], + [ + "duckduckgo", + "CAPTCHA" + ], + [ + "google cse", + "Suspended: too many requests" + ], + [ + "google cse images", + "Suspended: too many requests" + ], + [ + "mojeek", + "Suspended: access denied" + ], + [ + "mojeek images", + "Suspended: access denied" + ], + [ + "mojeek news", + "Suspended: access denied" + ], + [ + "qwant", + "CAPTCHA" + ], + [ + "qwant images", + "CAPTCHA" + ], + [ + "startpage", + "Suspended: CAPTCHA" + ], + [ + "startpage images", + "Suspended: CAPTCHA" + ], + [ + "startpage news", + "Suspended: CAPTCHA" + ], + [ + "yahoo", + "Suspended: HTTP protocol error" + ] + ] }, { "category": "EXISTING_PROTOCOLS", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente protocol documentation", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 - }, - { - "category": "EXISTING_PROTOCOLS", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente crypto protocol precedent", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever crypto protocol precedent", + "status": "SEARCH_WORKED", + "result_count": 102, + "unresponsive_engines": [ + [ + "brave", + "Suspended: too many requests" + ], + [ + "brave.images", + "Suspended: too many requests" + ], + [ + "brave.videos", + "Suspended: too many requests" + ], + [ + "duckduckgo", + "CAPTCHA" + ], + [ + "google cse", + "Suspended: too many requests" + ], + [ + "google cse images", + "Suspended: too many requests" + ], + [ + "mojeek", + "Suspended: access denied" + ], + [ + "mojeek images", + "Suspended: access denied" + ], + [ + "mojeek news", + "Suspended: access denied" + ], + [ + "qwant", + "CAPTCHA" + ], + [ + "qwant images", + "CAPTCHA" + ], + [ + "startpage", + "Suspended: CAPTCHA" + ], + [ + "startpage images", + "Suspended: CAPTCHA" + ], + [ + "startpage news", + "Suspended: CAPTCHA" + ], + [ + "yahoo", + "HTTP protocol error" + ] + ] }, { "category": "FAILED_PRECEDENTS", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente failed crypto project", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever failed crypto project", + "status": "SEARCH_WORKED", + "result_count": 103, + "unresponsive_engines": [ + [ + "brave", + "Suspended: too many requests" + ], + [ + "brave.images", + "Suspended: too many requests" + ], + [ + "brave.videos", + "Suspended: too many requests" + ], + [ + "duckduckgo", + "CAPTCHA" + ], + [ + "google cse", + "Suspended: too many requests" + ], + [ + "google cse images", + "Suspended: too many requests" + ], + [ + "mojeek", + "Suspended: access denied" + ], + [ + "mojeek images", + "Suspended: access denied" + ], + [ + "mojeek news", + "Suspended: access denied" + ], + [ + "qwant", + "CAPTCHA" + ], + [ + "qwant images", + "CAPTCHA" + ], + [ + "startpage", + "Suspended: CAPTCHA" + ], + [ + "startpage images", + "Suspended: CAPTCHA" + ], + [ + "startpage news", + "Suspended: CAPTCHA" + ], + [ + "yahoo", + "Suspended: HTTP protocol error" + ] + ] }, { "category": "FAILED_PRECEDENTS", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente postmortem", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever postmortem", + "status": "SEARCH_WORKED", + "result_count": 101, + "unresponsive_engines": [ + [ + "brave", + "Suspended: too many requests" + ], + [ + "brave.images", + "Suspended: too many requests" + ], + [ + "brave.videos", + "Suspended: too many requests" + ], + [ + "duckduckgo", + "CAPTCHA" + ], + [ + "google cse", + "Suspended: too many requests" + ], + [ + "google cse images", + "Suspended: too many requests" + ], + [ + "mojeek", + "Suspended: access denied" + ], + [ + "mojeek images", + "Suspended: access denied" + ], + [ + "mojeek news", + "Suspended: access denied" + ], + [ + "qwant", + "CAPTCHA" + ], + [ + "qwant images", + "CAPTCHA" + ], + [ + "startpage", + "Suspended: CAPTCHA" + ], + [ + "startpage images", + "Suspended: CAPTCHA" + ], + [ + "startpage news", + "Suspended: CAPTCHA" + ], + [ + "yahoo", + "Suspended: HTTP protocol error" + ] + ] }, { "category": "ONCHAIN_ALTERNATIVES", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente onchain escrow settlement attestation", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever onchain escrow settlement attestation", + "status": "SEARCH_WORKED", + "result_count": 100, + "unresponsive_engines": [ + [ + "brave", + "Suspended: too many requests" + ], + [ + "brave.images", + "Suspended: too many requests" + ], + [ + "brave.videos", + "Suspended: too many requests" + ], + [ + "duckduckgo", + "CAPTCHA" + ], + [ + "google cse", + "Suspended: too many requests" + ], + [ + "google cse images", + "Suspended: too many requests" + ], + [ + "mojeek", + "Suspended: access denied" + ], + [ + "mojeek images", + "Suspended: access denied" + ], + [ + "mojeek news", + "Suspended: access denied" + ], + [ + "qwant", + "CAPTCHA" + ], + [ + "qwant images", + "CAPTCHA" + ], + [ + "startpage", + "Suspended: CAPTCHA" + ], + [ + "startpage images", + "Suspended: CAPTCHA" + ], + [ + "startpage news", + "Suspended: CAPTCHA" + ], + [ + "yahoo", + "HTTP protocol error" + ] + ] }, { "category": "OFFCHAIN_ALTERNATIVES", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente SaaS alternative", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever SaaS alternative", + "status": "SEARCH_WORKED", + "result_count": 100, + "unresponsive_engines": [ + [ + "brave", + "Suspended: too many requests" + ], + [ + "brave.images", + "Suspended: too many requests" + ], + [ + "brave.videos", + "Suspended: too many requests" + ], + [ + "duckduckgo", + "CAPTCHA" + ], + [ + "google cse", + "Suspended: too many requests" + ], + [ + "google cse images", + "Suspended: too many requests" + ], + [ + "mojeek", + "Suspended: access denied" + ], + [ + "mojeek images", + "Suspended: access denied" + ], + [ + "mojeek news", + "Suspended: access denied" + ], + [ + "qwant", + "CAPTCHA" + ], + [ + "qwant images", + "CAPTCHA" + ], + [ + "startpage", + "Suspended: CAPTCHA" + ], + [ + "startpage images", + "Suspended: CAPTCHA" + ], + [ + "startpage news", + "Suspended: CAPTCHA" + ], + [ + "yahoo", + "Suspended: HTTP protocol error" + ] + ] }, { "category": "OFFCHAIN_ALTERNATIVES", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente offchain alternative", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever offchain alternative", + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "TOKEN_MODELS", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente token model staking", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever token model staking", + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "TOKEN_MODELS", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente tokenomics", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever tokenomics", + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "COLLATERAL_MODELS", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente collateral model stablecoin ETH staking", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever collateral model stablecoin ETH staking", + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "STAKING_SLASHING_PRECEDENTS", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente staking slashing", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever staking slashing", + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "STAKING_SLASHING_PRECEDENTS", "query": "objective slashing crypto protocol", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "PROVIDER_ECONOMICS", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente provider economics", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever provider economics", + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "PROVIDER_ECONOMICS", "query": "decentralized provider marketplace economics", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "NETWORK_BOOTSTRAP", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente network bootstrap", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever network bootstrap", + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "NETWORK_BOOTSTRAP", "query": "crypto protocol bootstrap supply demand", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "SECURITY_FAILURES", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente security incident", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever security incident", + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "SECURITY_FAILURES", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente exploit postmortem", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever exploit postmortem", + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "LEGAL_REGULATORY", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente token regulatory risk", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever token regulatory risk", + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "LEGAL_REGULATORY", "query": "crypto staking slashing regulatory", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "TOKEN_LAUNCH_PRECEDENTS", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente token launch", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever token launch", + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "TOKEN_LAUNCH_PRECEDENTS", "query": "protocol token launch precedent", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "PRE_TOKEN_MONETIZATION", - "query": "AUTONOMOUS INFRASTRUCTURE MARKETS AUTONOMOUS INFRASTRUCTURE MARKETS Idle autonomous infrastructure capacity is fragmente paid beta", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "query": "SOFTWARE SECURITY BONDS SOFTWARE SECURITY BONDS Buyers want credible security accountability, but each buyer lacks lever paid beta", + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } }, { "category": "PRE_TOKEN_MONETIZATION", "query": "crypto protocol pre token revenue", - "status": "AVOIDED_DUE_TO_CIRCUIT_BREAKER", - "result_count": 0 + "status": "AVOIDED_DUE_TO_ENGINE_FAILURE", + "result_count": 0, + "tripped_engines": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + } } ], "sources": [ @@ -2093,12 +3836,54 @@ { "type": "public_web", "source": "searxng", - "url": "https://www.cncf.io/blog/2025/10/17/why-autonomous-infrastructure-is-the-future-from-intent-to-self-operating-systems/", - "title": "Why Autonomous Infrastructure is the future: From intent to self ...", + "url": "https://www.securitypalhq.com/blog/what-buyers-actually-ask-in-security-reviews", + "title": "What Buyers Actually Ask in Security Reviews", "category": "USER_PAIN", - "summary": "The future of infrastructure is autonomous, and it's arriving faster than most organizations realize. The companies that recognize this shift now and begin building autonomous capabilities will define the next decade of technology competition.", + "summary": "Mar 31, 2026 \u00b7 Security questionnaires are no longer just validating controls. Here's what buyers are actually asking in live deal \u2026", "fallback_evidence": false, - "content": "Why Autonomous Infrastructure is the future: From intent to self-operating systems | CNCF\nSkip to content\nAccessibility\nhelp\nAbout\nDiscover CNCF\nMembership Hub \u2013 For Current Members Learn about all the benefits of being a CNCF Member\nTechnical Oversight Committee The TOC defines CNCF\u2019s technical vision and provides experienced technical leadership to the cloud native community\nGoverning Board The GB is responsible for marketing, business oversight, and budget decisions for CNCF\nEnd User Technical Advisory Board The End User TAB serves as the voice of the end users in CNCF community decisions\nAmbassadors Meet our Ambassadors\u2014experienced practitioners passionate about helping others learn about cloud native technologies\nAdditional Info\nWho We Are\nMember Listing\nCode of Conduct\nPolicies\nStaff\nFAQ\nContact Us\nFeatured Reads\nAnnual Report\nCNCF Annual Report 2025\nFebruary 24, 2026\nSurvey Report\nThe State of Cloud Native Development in Japan 2026\nJuly 28, 2026\nShanghai, China\nNext Event\nKubeCon + CloudNativeCon + OpenInfra Summit + PyTorch Conference China 2026\nSeptember 7-9, 2026\nProjects\nCNCF Projects\nGraduated Projects considered stable, widely adopted, and production ready, attracting thousands of contributors\nIncubating Projects used successfully in production by a small number users with a healthy pool of contributors\nSandbox Experimental projects not yet widely tested in production on the bleeding edge of technology\nArchived Projects that have reached the end of their lifecycle and have become inactive\nProject Metrics View metrics of CNCF projects moving through maturity levels\nGet Involved\nContribute Join the 150K+ folx in #TeamCloudNative who\u2019ve contributed their expertise to CNCF hosted projects\nServices for CNCF Projects CNCF services for our open source projects \u2013 from marketing to legal services\nCloud Native Landscape A comprehensive categorical overview of projects and product offerings in the cloud native space\nProject Journey Reports Showing how CNCF has impacted the progress and growth of various graduated projects\nProject Tools Quick links to tools and resources for your CNCF project\nLatest Project Journey Reports\nProject Journey Report\nCilium Project Journey Report \u2013 Japanese translation\nNovember 11, 2024\nProject Journey Report\nCilium Project Journey Report\nNovember 11, 2024\nProject Journey Report\netcd Project Journey Report\nSeptember 25, 2024\nTraining\nBecome an expert\nTraining Overview Find your path to cloud native success with training and certificates from the pioneer of cloud-native technology\nCertifications Get certified by the only authoritative source for cloud-native certification accepted by industry\nCourses Learn the basics of cloud native or train for a certification with training courses built in collaboration with the Linux Foundation\nKubestronaut Program Uplevel your Kubernetes skills\nAdditional Resources\nKubernetes Training Partners Find a qualified KCNTP to prepare for your next certification\nCertified Kubernetes Software conformance ensures your versions of CNCF projects support the required APIs\nCloud Native Network Function Certification (Beta) CNF Certification ensures applications demonstrate cloud native best practices\nKubernetes Certified Service Provider KCSPs have deep experience helping enterprises successfully adopt cloud native technologies\nRecommended Links\nSave $10K on Cloud Native\nEnroll your company as a CNCF End User and save more than $10K in training and conference costs\nBecome an End User\nCommunity\nTake Part\nEnd User Community Join our vendor-neutral community using cloud native technologies to build products and services\nEvents Meet #TeamCloudNative and CNCF staff at events around the world\nCase Studies Read real-world case studies about the impact cloud native projects are having on organizations around the world\nHumans of Cloud Native Read stories of amazing individuals and their contributions\nThe Cloud Native Heroes Challenge Be a cloud native hero! Help us defeat patent trol", + "content": "What Buyers Actually Ask in Security Reviews\nCustomers\nPlatform Platform\nAssurance Management Platform\nConcierge Agents\nQuestionnaire Concierge\nTrust Center\nKnowledge Library\nVendor Assess (TPRM)\nvCISO\nSolutions Industries\nHealthcare & Life Sciences\nFinancial Services & Insurance\nInformation Technology & SaaS\nIndustrial & Manufacturing\nResearch\nResources Resources\nCase Studies\nReports\nBlog\nHow Iterable Scaled Customer Trust and Accelerated Sales with SecurityPal AI\nTavus Accelerates Enterprise Deal Velocity with SecurityPal\u2019s Assurance Management Platform\n2026 Security Assurance Insights: What the Data Actually Shows\n20 Insights After Answering 2 Million Security Questions\nAssessing AI Vendors: The New Frontier of TPRM\nEU AI Act, August 2, 2026: What Changes for B2B Companies and Their Vendor Risk Evaluations\nCompany Company\nAbout\nSACC\nVision\nPress\nCareers\nLog In Get a Demo\nLog In Get a Demo\nMarch 31, 2026\n3\nminutes\nWhat Buyers Actually Ask in Security Reviews\nWhat thousands of real security reviews reveal about how buyer scrutiny is shifting, and what that means for your team in 2026.\nTable of contents\nIn our 2026 Assurance Insights Report , we analyzed thousands of real security reviews processed through SecurityPal\u2019s Assurance Management Platform . Not surveys. Not self-reported data. Actual buyer questions, asked in live deal cycles.\nWhat emerged is a clear shift in how trust is evaluated and how early it starts.\nSecurity questionnaires are no longer just validating controls. They now blend security, product, and risk evaluation. And increasingly, they show up before vendors are even shortlisted.\nIn many cases, today\u2019s questionnaires look less like compliance checklists and more like pre-sales RFPs, combining:\nSecurity and privacy requirements\nProduct architecture deep dives\nDifferentiation signals that influence vendor selection\nThe implication is hard to ignore: Buyers aren\u2019t just asking \u201cAre you secure?\u201d They\u2019re asking \u201cHow does your product work, and can we trust it at scale?\u201d\nSo what can you expect buyers to ask in security reviews in 2026?\nThe Biggest Shift: AI Governance Took Over the Conversation\nIt\u2019s no surprise that AI-related questions evolved in 2025. Adoption accelerated across every layer of the enterprise, raising new questions about data security, model behavior, and third-party risk.\nBut the type of questions changed more than the volume.\nThen vs. now:\n2024: \u201cCan we opt out of AI?\u201d\n2025: \u201cCan you prove our data never trains your models?\u201d\nToday, buyers are asking:\nHow is AI governed, constrained, and audited?\nWhat model control points (MCPs) are in place?\nWhere is human-in-the-loop oversight applied?\nIs customer data used for training?\nHow do you ensure model transparency and explainability?\nThe takeaway:\nBuyers no longer care if you use AI.\nThey care about control, accountability, and proof .\nAI is no longer a feature. It\u2019s a liability surface buyers expect you to actively manage.\nThe Rise of Proof-Based Questions (Not Just Documentation)\nOne of the most overlooked shifts isn\u2019t what buyers are asking for. It\u2019s how they\u2019re asking.\nDespite the explosion in questionnaire volume, we did not see a meaningful increase in new evidence types. Instead, we saw a sharp increase in depth, specificity, and technical rigor.\nQuestions are becoming:\nMore technical\nMore scenario-based\nLess checkbox-driven\nBuyers aren\u2019t satisfied with static answers. They want to understand how your controls operate in practice \u2014 under pressure, at scale, and across edge cases.\nBusiness Continuity Is Now a Frontline Trust Signal\nThere\u2019s a growing acknowledgment across the market: incidents are inevitable. Most security leaders no longer ask if a breach will happen \u2014 but when . That reality is reshaping buyer expectations.\nIn 2025, we observed a sharp increase in standalone business continuity scrutiny , with buyers seeking clarity on:\nIncident response readiness\nOperational resilience\nAbility to withstand outages, cyber events, and geopolit", + "quality": "strong", + "source_tier": "TIER_B", + "relevance_score": 1.0, + "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://securityboulevard.com/2024/10/get-ahead-of-cisas-new-software-security-acquisition-requirements/", + "title": "Get Ahead of CISA's New Software Security Acquisition Requirements", + "category": "USER_PAIN", + "summary": "Oct 3, 2024 \u00b7 On August 1 2024, the CISA-led ICT Supply Chain Risk Management Task Force published a Software Acquisition \u2026", + "fallback_evidence": false, + "content": "Get Ahead of CISA's New Software Security Acquisition Requirements - Security Boulevard\nSunday, August 16, 2026\nSecurity Boulevard\nThe Home of the Security Bloggers Network\nCommunity Chats Webinars Library\nHome\nCybersecurity News\nFeatures\nIndustry Spotlight\nNews Releases\nSecurity Creators Network\nLatest Posts\nSyndicate Your Blog\nWrite for Security Boulevard\nWebinars\nUpcoming Webinars\nCalendar View\nOn-Demand Webinars\nEvents\nUpcoming Events\nOn-Demand Events\nSponsored Content\nChat\nSecurity Boulevard Chat\nMarketing InSecurity Podcast\nTechstrong.tv Podcast\nTechstrongTV - Twitch\nLibrary\nRelated Sites\nTechstrong Group\nCloud Native Now\nDevOps.com\nSecurity Boulevard\nTechstrong Research\nTechstrong TV\nTechstrong.tv Podcast\nTechstrong.tv - Twitch\nDevops Chat\nDevOps Dozen\nDevOps TV\nMedia Kit\nAbout\nSponsor\nAnalytics\nAppSec\nCISO\nCloud\nDevOps\nGRC\nIdentity\nIncident Response\nIoT / ICS\nThreats / Breaches\nMore\nBlockchain / Digital Currencies\nCareers\nCyberlaw\nMobile\nSocial Engineering\nHumor\nSecurity Bloggers Network\nHome \u00bb Security Bloggers Network \u00bb Get Ahead of CISA\u2019s New Software Security Acquisition Requirements\nGet Ahead of CISA\u2019s New Software Security Acquisition Requirements\nby Charlie Jones on October 3, 2024\nOn August 1 2024, the CISA-led ICT Supply Chain Risk Management Task Force published a Software Acquisition Guide. This document outlines key questions that an enterprise buyer of software can ask to better govern security risk of their vendors. Despite being targeted at government agencies, the guide can be leveraged by any organization that is looking to procure software in a safe manner.\nWhat is the goal of the new guide?\nThrough this guide, CISA aims to define a list of controls enterprise software buyers can use to understand the security risk presented by a prospective suppliers\u2019 product or service. By clarifying the residual risk exposure accompanied by a new software package, acquiring organizations can make more informed contractual amendments or service-level agreements (SLAs) to ensure their software vendors uphold strong security practices throughout the lifecycle of the product/service provisioning.\nThe controls can be found in the published PDF guide , as well as within the accompanying Excel file for more convenient vendor distribution and completion.\nIntroducing \u2018Secure by Demand\u2019\nAnother new security concept the guide introduces is Secure by Demand. This builds on existing software development practices of Secure by Design and Secure by Default with a consumer twist. This emerging principle captures the increasing enterprise demand for transparency into the make-up and security of third party software they rely on to run their business. More details about Secure by Demand, including the complementary guide published by CISA, can be found in RL\u2019s recent blog, Secure by Demand: Key takeaways for enterprise software buyers .\nHow Can ReversingLabs Help?\nReversingLabs is uniquely suited to help software vendors and buyers get ahead of the US government\u2019s security requirements spelled out in CISA\u2019s new Software Acquisition Guide. ReversingLabs Spectra Assure\u2122 generates shareable audit artifacts that demonstrate the vendor\u2019s software product was evaluated in its final state prior to distribution or deployment. The Spectra Assure SAFE report delivers a comprehensive software bill of materials (SBOM), describes any known risks or threats that were uncovered during analysis (such as malware, tampering, malicious behaviors, exposed secrets, vulnerabilities and more), and proposes mitigation strategies to address them.\nBelow we explore the control categories from CISA\u2019s Software Acquisition Guide, which Spectra Assure can help contribute to achieving, in an effort to help both software vendors and buyers accelerate compliance.\nGovernance: In the context of software supply chain security, vendor governance controls are vital to reduce any software assurance knowledge gaps that may exist between a supplier of a software-based produ", + "quality": "strong", + "source_tier": "TIER_B", + "relevance_score": 1.0, + "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.computerweekly.com/opinion/Secure-software-procurement-in-2025-A-call-for-accountability", + "title": "Secure software procurement in 2025: A call for accountability", + "category": "USER_PAIN", + "summary": "Feb 7, 2025 \u00b7 Secure software procurement in 2025: A call for accountability Outgoing CISA chief Jen Easterly called on buyers to \u2026", + "fallback_evidence": false, + "content": "Secure software procurement in 2025: A call for accountability | Computer Weekly\n@font-face{font-family:\"Public Sans\";src:url(/rms/ux/responsive/fonts/PublicSans-Regular.woff2) format(\"woff2\"),url(/rms/ux/responsive/fonts/PublicSans-Regular.ttf) format(\"truetype\");font-weight:400;font-style:normal;font-display:swap}@font-face{font-family:\"Public Sans Bold\";src:url(/rms/ux/responsive/fonts/PublicSans-Bold.woff2) format(\"woff2\"),url(/rms/ux/responsive/fonts/PublicSans-Bold.ttf) format(\"truetype\");font-weight:400;font-style:normal;font-display:swap}article,aside,details,figcaption,figure,footer,header,hgroup,main,nav,section,summary{display:block}audio,canvas,video{display:inline-block;*display:inline;*zoom:1}audio:not([controls]){display:none;height:0}[hidden]{display:none}html{font-size:100%;-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%}html,button,input,select,textarea{font-family:sans-serif}body{margin:0}a:active,a:hover{outline:0}h1{font-size:2em;margin:.67em 0}h2{font-size:1.5em;margin:.83em 0}h3{font-size:1.17em;margin:1em 0}h4{font-size:1em;margin:1.33em 0}h5{font-size:.83em;margin:1.67em 0}h6{font-size:.67em;margin:2.33em 0}abbr[title]{border-bottom:1px dotted}b,strong{font-weight:700}blockquote{margin:1em 40px}dfn{font-style:italic}hr{-moz-box-sizing:content-box;box-sizing:content-box;height:0}mark{background:#ff0;color:#000}p,pre{margin:1em 0}code,kbd,pre,samp{font-family:monospace,serif;_font-family:\"courier new\",monospace;font-size:1em}pre{white-space:pre;white-space:pre-wrap;word-wrap:break-word}q{quotes:none}q:before,q:after{content:\"\";content:none}small{font-size:80%}sub,sup{font-size:75%;line-height:0;position:relative;vertical-align:baseline}sup{top:-.5em}sub{bottom:-.25em}dl,menu,ol,ul{margin:1em 0}dd{margin:0 0 0 40px}menu,ol,ul{padding:0 0 0 40px}nav ul,nav ol{list-style:none;list-style-image:none}img{border:0;-ms-interpolation-mode:bicubic}svg:not(:root){overflow:hidden}figure{margin:0}form{margin:0}fieldset{border:1px solid silver;margin:0 2px;padding:.35em .625em .75em}legend{border:0;padding:0;white-space:normal;*margin-left:-7px}button,input,select,textarea{font-size:100%;margin:0;vertical-align:baseline;*vertical-align:middle}button,input{line-height:normal}button,select{text-transform:none}button,html input[type=button],input[type=reset],input[type=submit]{-webkit-appearance:button;cursor:pointer;*overflow:visible}button[disabled],html input[disabled]{cursor:default}input[type=checkbox],input[type=radio]{box-sizing:border-box;padding:0;*height:13px;*width:13px}input[type=search]{-webkit-appearance:textfield;-moz-box-sizing:content-box;-webkit-box-sizing:content-box;box-sizing:content-box}input[type=search]::-webkit-search-cancel-button,input[type=search]::-webkit-search-decoration{-webkit-appearance:none}button::-moz-focus-inner,input::-moz-focus-inner{border:0;padding:0}textarea{overflow:auto;vertical-align:top}table{border-collapse:collapse;border-spacing:0}.publicSans,.latest-news-sidebar .sidebar-ezine .ezine-header,.pillar-cluster .cluster-branding-pagination .cluster-nav-tooltip-next,.pillar-bridge .cluster-branding-pagination .cluster-nav-tooltip-next,.pillar-cluster .cluster-branding-pagination .cluster-nav-tooltip-prev,.pillar-bridge .cluster-branding-pagination .cluster-nav-tooltip-prev,.eoc_v2 .main-article-author.v2 .esg-contributor-link,.infotype-news-item #contributors-block .main-article-author.v2 .esg-contributor-link,#topicLeaf #contributors-block .main-article-author.v2 .esg-contributor-link,.eoc_v2 .main-article-author.v2>span,.infotype-news-item #contributors-block .main-article-author.v2>span,#topicLeaf #contributors-block .main-article-author.v2>span,.eoc_v2 .main-article-author .main-article-author-contact span,.infotype-news-item #contributors-block .main-article-author .main-article-author-contact span,#topicLeaf #contributors-block .main-article-author .main-article-author-contact span,.main-article-author-title,.main-article-author-date,.infotype-eyebrow-tooltip,.si", + "quality": "strong", + "source_tier": "TIER_C", + "relevance_score": 0.5, + "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://securityboulevard.com/2024/08/secure-by-demand-key-takeaways-for-enterprise-software-buyers/", + "title": "Secure by Demand: Key takeaways for enterprise software buyers", + "category": "USER_PAIN", + "summary": "Aug 8, 2024 \u00b7 Here are the key components of Secure by Demand, why they matter for enterprise buyers and software producers \u2026", + "fallback_evidence": false, + "content": "Secure by Demand: Key takeaways for enterprise software buyers - Security Boulevard\nSunday, August 16, 2026\nSecurity Boulevard\nThe Home of the Security Bloggers Network\nCommunity Chats Webinars Library\nHome\nCybersecurity News\nFeatures\nIndustry Spotlight\nNews Releases\nSecurity Creators Network\nLatest Posts\nSyndicate Your Blog\nWrite for Security Boulevard\nWebinars\nUpcoming Webinars\nCalendar View\nOn-Demand Webinars\nEvents\nUpcoming Events\nOn-Demand Events\nSponsored Content\nChat\nSecurity Boulevard Chat\nMarketing InSecurity Podcast\nTechstrong.tv Podcast\nTechstrongTV - Twitch\nLibrary\nRelated Sites\nTechstrong Group\nCloud Native Now\nDevOps.com\nSecurity Boulevard\nTechstrong Research\nTechstrong TV\nTechstrong.tv Podcast\nTechstrong.tv - Twitch\nDevops Chat\nDevOps Dozen\nDevOps TV\nMedia Kit\nAbout\nSponsor\nAnalytics\nAppSec\nCISO\nCloud\nDevOps\nGRC\nIdentity\nIncident Response\nIoT / ICS\nThreats / Breaches\nMore\nBlockchain / Digital Currencies\nCareers\nCyberlaw\nMobile\nSocial Engineering\nHumor\nSecurity Bloggers Network\nHome \u00bb Security Bloggers Network \u00bb Secure by Demand: Key takeaways for enterprise software buyers\nSecure by Demand: Key takeaways for enterprise software buyers\nby Carolynn van Arsdale on August 8, 2024\nThis week, the U.S. Cybersecurity and Infrastructure Security Agency (CISA) took a major step forward as it continues to define federal software supply chain security policy. \u201c Secure by Demand Guide: How Software Customers Can Drive a Secure Technology Ecosystem \u201d serves as the official counterpart to the CISA\u2019s landmark Secure by Design guidance (PDF) , released in April 2023.\nSecure by Design was one of the first federal initiatives aiming to shift the burden of software supply chain attacks away from the end user and onto those who create, ship, and maintain software products. Subsequently, CISA\u2019s release of the Secure by Design Pledge just a few months ago further encouraged software producers to take steps to ensure they are following secure software development and maintaining practices.\nBut what was missing from Secure by Design \u2019s message was a key piece of software supply chain security: the enterprise buyer. Commercial software risk remains one of the most under-addressed cybersecurity risks facing enterprises today. That\u2019s why security and risk leaders are inclined to check the security measures of the software products their enterprises are consuming. Secure by Demand embodies this sentiment.\nHere are the key components of Secure by Demand, why they matter for enterprise buyers and software producers alike \u2014 and how enterprises can go beyond what CISA outlines.\n[ Get White Paper: How to Assess & Manage Commercial Software Risk ]\nHow to hold software producers accountable\nSecure by Demand aims to empower enterprise buyers with a set of checks that can be demanded of a software producer before, during, and after procurement. These checks speak not only to enterprise security, but also to product security, which CISA believes has been more of an afterthought when it comes to procurement compliance:\n\u201cThere are many compliance standards that organizations use during procurement that focus on enterprise security; conversely, relatively few focus on product security. This guide bridges that gap by offering resources organizations can leverage to assess product security maturity and whether a manufacturer follows secure by design principles.\u201d\nSecure by Demand\u2019s checks are presented as a list of questions that enterprise buyers can ask the software producer they wish to work with, including:\nHave they taken CISA\u2019s Secure by Design Pledge ?\nDo they make it simple for customers to install security patches ?\nDoes the product support secure authentication (SSO, MFA, passkeys, and the elimination of default passwords)?\nIs the software producer systematically addressing entire classes of vulnerabilities?\nAre they able to provide security logs in the baseline version of their product?\nDo they generate a software bill of materials (SBOM) and ve", "quality": "strong", "source_tier": "TIER_C", "relevance_score": 1.0, @@ -2107,51 +3892,349 @@ { "type": "public_web", "source": "searxng", - "url": "https://allresearch.ai/Emerging%20Technologies/Autonomous%20Systems/Autonomous%20Infrastructure", - "title": "Autonomous Infrastructure Market Research \u2014 Autonomous Systems ...", + "url": "https://www.microsoft.com/en-us/?msockid=365d24b9fd456eeb1159330efcfe6f2a", + "title": "Microsoft - Official Home Page", "category": "USER_PAIN", - "summary": "The Autonomous Infrastructure sub-market, a vital component of the Autonomous Systems market within the Emerging Technologies sector, drives seamless operations for fleet managers, urban planners, and network providers through charging stations, smart traffic networks, and 5G grids.", + "summary": "At Microsoft our mission and values are to help people and businesses throughout the world realize their full potential.", "fallback_evidence": false, - "content": "Autonomous Infrastructure Market Research \u2014 Autonomous Systems | Emerging Technologies | allresearch.ai\nAutonomous Infrastructure \u2014 Market Research Report\nIncludes physical and digital support systems for autonomous operations, serving fleet managers, urban planners, and network providers. Spans charging stations, smart traffic networks, and 5G grids, emphasizing seamless integration and operational uptime. Targets municipalities, energy firms, and telecoms with infrastructure for power, communication, and maintenance, enabling widespread autonomous system deployment.\nChapter 1: Introduction\nThe Autonomous Infrastructure sub-market is the backbone of seamless, reliable autonomous systems, driving innovation in smart cities, transportation, and industrial automation. This meta-research report synthesizes publicly available summaries from leading market research firms to establish a clear\u2026\nChapter 2: Market Trends and Dynamics\nThe Autonomous Infrastructure sub-market, a cornerstone of the Autonomous Systems market within the Emerging Technologies sector, is rapidly transforming to support seamless autonomous operations. This chapter synthesizes meta-research from leading firms to trace its evolution, current state, and\u2026\nChapter 3: Market Segmentation\nThe Autonomous Infrastructure sub-market, a vital component of the Autonomous Systems market within the Emerging Technologies sector, drives seamless operations for fleet managers, urban planners, and network providers through charging stations, smart traffic networks, and 5G grids. This chapter\u2026\nChapter 4: Competitive Landscape\nThe Autonomous Infrastructure sub-market, nestled within the Autonomous Systems market, thrives on a fiercely competitive landscape where Ericsson, Huawei, Tesla, Qualcomm, and a diverse array of Other Competitors like Bosch, ChargePoint, Nokia, Siemens, and ABB shape the future of smart\u2026\nChapter 5: Competitor Profiles\nThe $20.2 billion Autonomous Infrastructure sub-market in 2024 is driven by Ericsson, Huawei, Tesla, Qualcomm, and a collective of Bosch, ChargePoint, Nokia, Siemens, and ABB, collectively commanding 100% of the market. This section synthesizes their profiles, focusing on charging stations, smart\u2026\nChapter 6: Industry Challenges and Opportunities\nThe Autonomous Infrastructure sub-market, a critical segment of the Autonomous Systems market within the Emerging Technologies sector, faces a dynamic landscape of challenges and opportunities that shape its trajectory through 2030. Serving fleet managers, urban planners, and network providers, this\u2026\nChapter 7: FLEX\nAutonomous Infrastructure thrives on precision-engineered solutions, adapting to diverse environments to ensure seamless autonomy. The Autonomous Infrastructure sub-market, within the Autonomous Systems market, powers fleet managers, urban planners, and network providers with robust systems for\u2026\nChapter 10: Further reading\nThis section consolidates 10 \"Further Reading\" sections into 10 key sub-markets, selected from 50 suggestions for their relevance to customer industries, product segments, end-user industries, and technological trends in Sections 2, 3, and 6 of the Autonomous Infrastructure sub-market. Drawn from\u2026", + "content": "Microsoft \u2013 AI, Cloud, Productivity, Computing, Gaming & Apps\nTrace Id is missing\nSkip to main content\nMicrosoft 365\nAzure\nCopilot\nWindows\nSurface\nXBOX\nDeals\nSmall Business\nSupport\nWindows Apps\nOutlook\nOneDrive\nMicrosoft Teams\nOneNote\nMicrosoft Edge\nMoving from Skype to Teams\nComputers\nShop XBOX\nAccessories\nVR & mixed reality\nCertified Refurbished\nTrade-in for cash\nXBOX Game Pass Ultimate\nPC Game Pass\nXBOX games\nPC games\nMicrosoft AI\nMicrosoft Security\nDynamics 365\nMicrosoft 365 for business\nMicrosoft Power Platform\nWindows 365\nSmall Business\nDigital Sovereignty\nAzure\nMicrosoft Developer\nMicrosoft Learn\nSupport for AI marketplace apps\nMicrosoft Tech Community\nMicrosoft Marketplace\nSoftware companies\nVisual Studio\nMicrosoft Rewards\nFree downloads & security\nEducation\nGift cards\nLicensing\nUnlocked stories\nView Sitemap\nClasses start soon\u2014sign in and save up to 10% on select Surface and more for students.\nShop now\nHi there, welcome to Microsoft\nPersonal\nFind what you need faster with AI-powered suggestions\" size=\"l\" alignment=\"center\" theme=\"day\">\nFind what you need faster with AI-powered suggestions\nAsk a question\nHelp me choose a PC\nMicrosoft 365 tips\nSign in to my account\nGet the ultimate college bundle\nBuy a select PC and get 1 year of Microsoft 365 Premium, Xbox Game Pass Ultimate, and a design-your-own Xbox Wireless Controller\u2014$500+ in added value.*\nRead more\nRead less\nSee offer\nYour productivity, supercharged\nMicrosoft 365 delivers cloud storage, advanced security, and Microsoft Copilot in your favorite apps\u2014all in one plan.\nRead more\nRead less\nShop Microsoft 365\nIntroducing the latest Surface Pro\nGet more done every day with a device that delivers all the power of a laptop in a thin, light 13-inch tablet. Plus, get up to $400 cash back with a qualifying trade-in.*\nRead more\nRead less\nShop now\nMeet the latest Surface Laptop\nAll-day battery life and supercharged productivity make it easy to work and play from anywhere.* Available in two sizes, 13.8 or 15-inch.\nRead more\nRead less\nShop now\nKeyboards, mice, and more\nCustomize your setup with accessories designed for Surface.\nRead more\nRead less\nShop Surface accessories\nXBOX Series X\nThe fastest, most powerful XBOX ever.\nRead more\nRead less\nShop now\nXBOX Game Pass\nPlay hundreds of games from every genre\u2014on XBOX console, PC, and more.\nRead more\nRead less\nJoin Game Pass\nSecondary Nav\nShop Surface\nShop Microsoft 365\nShop XBOX\nFind your next PC\nShop accessories\nShop for your business\nNew\nEmergence begins\nSurvive Emergence Day with the XBOX Wireless Controller \u2013 Gears of War: E-Day Limited Edition as the Locust Horde invades the planet Sera from below.\nPre-order now\nBusiness\nEmpower your business decisions with AI-driven guidance\" size=\"l\" alignment=\"center\" theme=\"day\">\nEmpower your business decisions with AI-driven guidance\nAsk a Question\nLearn about Azure\nFind AI solutions\nSign in to my account\nAzure. Limitless innovation.\nExplore the latest AI-ready databases designed for modern workloads with flexibility, enterprise performance, and built-in scale.\nRead more\nRead less\nGet started with Azure\nAI built for work\nTurn data into insights in the apps you already know with Microsoft 365 Copilot.\nRead more\nRead less\nLearn more\nSurface for Business with Intel\nFast performance for demanding apps, all-day battery life, and built-in security\u2014powered by Intel\u00ae Core\u2122 Ultra Series 3 processors.* \u200b\nNew configurations\nRead more\nRead less\nLearn more\nGrow your business with Microsoft Teams\nOnline meetings, chat, real-time collaboration, and shared cloud storage\u2014all in one place.\nRead more\nRead less\nShop plans and pricing\nDefend continuously with Project Perception\nBring security data, tools, and workflows together in an agentic security system that helps your team find, investigate, and respond to risk at machine speed.\nRead more\nRead less\nLearn how it works\nWindows 11 Pro\nAchieve more with less time and effort. Enhance every workstyle with business AI and features to get organized in a ", "quality": "strong", + "source_tier": "TIER_C", + "relevance_score": 0.88, + "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.sec.gov/files/rules/final/2015/33-9974.pdf", + "title": "Final Rule: Crowdfunding", + "category": "FAILED_PRECEDENTS", + "summary": "685\ud398\uc774\uc9c03MBIndividuals interested in the crowdfunding campaign \u2013 members of the \u201ccrowd\u201d \u2013 may share information about the project, cause, idea or business with each... Carl Levin) (\u201cOur bill creates new opportunities for crowdfunding but establishes basic regulatory oversight, liability, and disclosure rules that will give...685\ud398\uc774\uc9c03MB", + "fallback_evidence": false, + "quality": "medium", "source_tier": "TIER_A", - "relevance_score": 1.0, - "acceptance_reason": "strong category-relevant crypto primary/technical evidence" - }, - { - "type": "public_web", - "source": "searxng", - "url": "https://realtimedatastats.com/research-report/autonomous-infrastructure-market", - "title": "Autonomous Infrastructure Market Share & Industry Trends 2032", - "category": "USER_PAIN", - "summary": "The global Autonomous Infrastructure Market size was valued at USD 11.6 billion in 2025 and is projected to expand at a compound annual growth rate (CAGR) of 19.1% during the forecast period, reaching a value of USD 56 billion by 2033. MARKET SIZE AND SHARE The global autonomous infrastructure market is expanding due to substantial investments in smart city projects and intelligent ...", - "fallback_evidence": false, - "content": "Autonomous Infrastructure Market Share & Industry Trends 2032\nReport Store\nCompany Profile\nPress Release\nBlog\n00\nContact Us\n\ud83c\udf99\ufe0f\nSearch\n00\nReport Store\nCompany Profile\nPress Release\nBlog\nHome\nReport Store\nAutonomous Infrastructure Market Share & Industry Trends 2032\nRequest a Quote\nAutonomous Infrastructure Market Size, Share, Trends and Growth Analysis; By Type: Hardware, Software, Services; By Application: Transportation Infrastructure, Energy Infrastructure, Water & Wastewater Infrastructure, Telecommunications Infrastructure; By Component: Sensors, Control Systems, Communication Systems, Data Analytics Platforms; By Technology: Artificial Intelligence, Machine Learning, Internet of Things (IoT), Robotics & Automation; By Deployment Mode: On-Premises; By Infrastructure Type, By End User, By Function, By Autonomy Level: Semi-Autonomous, Fully Autonomous; By Regions, and Industry Forecast, Global Report 2025-2033\nReport ID: RTDS1254\nHistorical Range: 2020-2024\nForecast Period: 2025-2033\nNo. of Pages: 300+\nIndustry: Building and Construction\nAsk for Discount\nEnquire Before Buying\nRequest Customization\nRequest Free Sample\nReport Description\nSegmentation\nTable of Contents\nIndustry Development\n\u25b6\n0:00\n\ud83d\udd07\nThe global Autonomous Infrastructure Market size was valued at USD 11.6 billion in 2025 and is projected to expand at a compound annual growth rate (CAGR) of 19.1% during the forecast period, reaching a value of USD 56 billion by 2033.\nMARKET SIZE AND SHARE\nThe global autonomous infrastructure market is expanding due to substantial investments in smart city projects and intelligent transportation systems. Governments and private stakeholders are accelerating deployment of AI-driven monitoring, automated control systems, and connected infrastructure solutions to improve efficiency and resilience. Market share remains concentrated among leading technology conglomerates and specialized engineering firms. North America and Asia-Pacific dominate the competitive landscape, supported by early technology adoption, strong digital infrastructure, and proactive government initiatives.\nMarket share distribution is increasingly dynamic, with segments like autonomous roadways and AI-powered traffic management systems capturing significant portions. The competitive landscape features established infrastructure giants partnering with agile AI software startups. This collaboration is critical for integrating physical assets with digital platforms. The push for sustainability and urban efficiency is redirecting investment, reshaping market share towards providers of holistic, sensor-laden smart infrastructure solutions over the forecast period.\nINDUSTRY OVERVIEW AND STRATEGY\nThe autonomous infrastructure industry encompasses physical assets embedded with AI, IoT sensors, and connectivity to enable self-operating transportation and utility networks. Core segments include smart highways, autonomous rail systems, and intelligent energy grids. The industry's evolution is driven by the convergence of civil engineering and digital technology, aiming to enhance safety, optimize logistical flows, and reduce operational costs. Strategic partnerships between public entities and private technology vendors are foundational to project deployment and financing models.\nPrimary strategies involve heavy R&D investment in sensor fusion, edge computing, and predictive analytics to improve system reliability. Companies are pursuing vertical integration to offer end-to-end solutions, from hardware installation to cloud-based management platforms. A key strategic focus is navigating complex regulatory frameworks and establishing cybersecurity standards. Success hinges on demonstrating clear return on investment through data monetization and operational efficiency gains to secure long-term public-private partnerships and accelerate market penetration.\nREGIONAL TRENDS AND GROWTH\nNorth America leads with supportive regulations and pilot projects for autonomous vehicles and sm", - "quality": "strong", - "source_tier": "TIER_C", - "relevance_score": 1.0, - "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + "relevance_score": 0.38, + "acceptance_reason": "medium authority category evidence" } ], "source_rejections": [ { "type": "public_web", "source": "searxng", - "url": "https://www.joulelabs.com/", - "title": "Autonomous Fleet Charging Infrastructure for Robotaxis | Joule Labs", + "url": "https://www.linkedin.com/posts/ps-advisory_procurement-erp-governance-activity-7376231371947544576-vcSP", + "title": "How to prevent contract value leakage in ERP/IT projects | PS\u2026", "category": "USER_PAIN", - "summary": "Autonomous EV charging infrastructure for robotaxi and fleet operators. Robotic charging, zero-touch depots, and high-throughput fleet operations powered by JouleOS\u2122.", + "summary": "Did you know that companies typically lose ~8\u201310% of their contract value \u2013 after the contract is signed? This value leakage comes from poor contract management and weak change governance.", "fallback_evidence": false, - "content": "Autonomous Fleet Charging Infrastructure for Robotaxis | Joule Labs\nJoule Labs\nPlatform\nArchitecture\nDark Site\nPerformance\nInfrastructure\nBlog\nRequest Consultation\nJoule Labs\nAutonomous Infrastructure\nAutonomous Fleet\nService\nInfrastructure\n

Immunefi Audit Competition\nImmunefi, the leading onchain security platform, and Base, one of the largest Ethereum Layer 2 networks, launched an audit competition on Ap\nNearly Every Long-Running Bug Bounty Program on Immunefi Has Found a Critical Bug\nFive years of Immunefi data shows that 93.9% of bug bounty programs running 5+ years have surfaced a confirmed critical vulnerability. Bugs are inevitable.\nResearch\nWhat an Onchain Hack Actually Costs: 2024-2025 Update\nAn Immunefi research report on what a crypto exploit actually does to a protocol, beyond the stolen funds, based on five years of onchain in\nResearch\nLoad More\nContinue Exploring\nAnnouncements\nBug Fix Reviews\nFOLLOW OUR JOURNEY\n\u2726 Subscribe\nPlease check your inbox and click the link to complete the login.", + "quality": "strong", + "relevance_score": 1.0, + "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + }, + { + "type": "primary_seed", + "source": "primary_source_seed", + "source_tier": "TIER_A", + "url": "https://github.com/pcaversaccio/reentrancy-attacks", + "title": "https://github.com/pcaversaccio/reentrancy-attacks", + "category": "SECURITY_FAILURES", + "summary": "Primary-source seed for crypto protocol research.", + "fallback_evidence": false, + "content": "GitHub - pcaversaccio/reentrancy-attacks: A chronological and (hopefully) complete list of reentrancy attacks to date. \u00b7 GitHub\nSkip to content\nNavigation Menu\nSign in Appearance settings\nPlatform AI CODE CREATION GitHub Copilot Write better code with AI\nGitHub Copilot app Direct agents from issue to merge\nMCP Registry Integrate external tools\nDEVELOPER WORKFLOWS Actions Automate any workflow\nCodespaces Instant dev environments\nIssues Plan and track work\nCode Review Manage code changes\nCode Quality Enforce quality at merge\nAPPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities\nCode security Secure your code as you build\nSecret protection Stop leaks before they start\nEXPLORE Why GitHub\nDocumentation\nBlog\nChangelog\nMarketplace\nView all features\nSolutions BY COMPANY SIZE Enterprises\nSmall and medium teams\nStartups\nNonprofits\nBY USE CASE App Modernization\nDevSecOps\nDevOps\nCI/CD\nView all use cases\nBY INDUSTRY Healthcare\nFinancial services\nManufacturing\nGovernment\nView all industries\nView all solutions\nResources EXPLORE BY TOPIC AI\nSoftware Development\nDevOps\nSecurity\nView all topics\nEXPLORE BY TYPE Customer stories\nEvents & webinars\nEbooks & reports\nBusiness insights\nGitHub Skills\nSUPPORT & SERVICES Documentation\nCustomer support\nCommunity forum\nTrust center\nPartners\nView all resources\nOpen Source COMMUNITY GitHub Sponsors Fund open source developers\nPROGRAMS Security Lab\nMaintainer Community\nAccelerator\nGitHub Stars\nArchive Program\nREPOSITORIES Topics\nTrending\nCollections\nEnterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform\nAVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features\nCopilot for Business Enterprise-grade AI features\nPremium Support Enterprise-grade 24/7 support\nPricing\nSearch /\nSign in\nSign up Appearance settings\nYou signed in with another tab or window. Reload to refresh your session.\nYou signed out in another tab or window. Reload to refresh your session.\nYou switched accounts on another tab or window. Reload to refresh your session.\nDismiss alert\n{{ message }}\npcaversaccio\n/\nreentrancy-attacks\nPublic\nNotifications\nYou must be signed in to change notification settings\nFork\n174\nStar\n1.6k\nCode\nIssues\n0\nPull requests\n0\nDiscussions\nActions\nProjects\nSecurity and quality\n0\nInsights\nAdditional navigation options\nCode\nIssues\nPull requests\nDiscussions\nActions\nProjects\nSecurity and quality\nInsights\n{\"payload\":{\"codeViewRepoRoute\":{\"path\":\"/\",\"refInfo\":{\"name\":\"main\",\"listCacheKey\":\"v0:1706263328.0\",\"canEdit\":false,\"refType\":\"branch\",\"currentOid\":\"be373d0a2bcb7dbb83c4d342217b38e55fa947f0\"},\"tree\":{\"items\":[{\"name\":\".github/workflows\",\"path\":\".github/workflows\",\"contentType\":\"directory\",\"hasSimplifiedPath\":true},{\"name\":\"LICENSE\",\"path\":\"LICENSE\",\"contentType\":\"file\"},{\"name\":\"README.md\",\"path\":\"README.md\",\"contentType\":\"file\"}],\"totalCount\":3,\"templateDirectorySuggestionUrl\":null,\"readme\":null,\"showBranchInfobar\":false},\"userNameDisplayConfiguration\":null,\"treeExpanded\":false,\"symbolsExpanded\":false,\"copilotSWEAgentEnabled\":false,\"copilotAccessAllowed\":false,\"isOverview\":true,\"overview\":{\"banners\":{\"shouldRecommendReadme\":false,\"isPersonalRepo\":false,\"showUseActionBanner\":false,\"actionSlug\":null,\"actionId\":null,\"showProtectBranchBanner\":false,\"requiredCustomPropertyValuesMissingCount\":0,\"transactionalMessageBanner\":null,\"publishBannersInfo\":{\"dismissActionNoticePath\":\"/settings/dismiss-notice/publish_action_from_repo\",\"releasePath\":\"/pcaversaccio/reentrancy-attacks/releases/new?marketplace=true\",\"showPublishActionBanner\":false},\"interactionLimitBanner\":null,\"showInvitationBanner\":false,\"inviterName\":null,\"actionsMigrationBannerInfo\":{\"releaseTags\":[],\"showImmutableActionsMigrationBanner\":false,\"initialMigrationStatus\":null},\"copilotSurveyBanner\":null,\"showSpammyBanner\":false,\"blockedContributorsBanner\":null,\"codespacesSurveyBanner\":null},\"codeButton\":{\"contactPath\":\"/contact\",\"isEnterprise\":false,\"local\":{\"protocolInfo\":{\"httpAvailable\":true,\"sshAvailable\":n", + "quality": "strong", + "relevance_score": 1.0, + "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + }, + { + "type": "primary_seed", + "source": "primary_source_seed", + "source_tier": "TIER_A", + "url": "https://www.sec.gov/newsroom", + "title": "https://www.sec.gov/newsroom", + "category": "LEGAL_REGULATORY", + "summary": "Primary-source seed for crypto protocol research.", + "fallback_evidence": false, + "content": "SEC.gov | Newsroom\nSkip to search field\nSkip to main content\nAn official website of the United States government\nHere\u2019s how you know\nHere\u2019s how you know\nOfficial websites use .gov\nA .gov website belongs to an official government organization in the United States.\nSecure .gov websites use HTTPS\nA lock\n( )\nor https:// means you\u2019ve safely connected to the .gov website. Share sensitive information only on official, secure websites.\nSEC homepage\nMenu\nClose\nSearch SEC.gov & EDGAR\nSearch\nSearch Filings\nSearch Filings\nFull Text Search\nLatest Filings\nMutual Fund Search\nVariable Insurance Products Search\nSIC Codes\nCIK Lookup\nPublic Dissemination Service (PDS)\nSearch Assistance\nSubmit Filings\nSubmit Filings\nEDGAR Filer Management Portal\nEDGAR Filing Portal\nOnline Forms Management Portal\nEDGAR Next\nForms Index\nFiler Support & Resources\nData & Research\nData & Research\nSEC & Markets Data\nTaxonomies\nStatistics & Data Visualizations\nInvestment Management Data\nRules, Enforcement, & Compliance\nRules & Regulations\nRulemaking Activity\nSubmit Public Comments\nStaff Guidance\nNo-Action, Interpretive, and Exemptive Letters\nSelf-Regulatory Organization Rulemaking\nPublic Petitions for Rulemaking\nEnforcement & Litigation\nLitigation Releases\nAdministrative Proceedings\nAdministrative Law Judge Orders and Initial Decisions\nTrading 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Statements\nMeetings & Events\nVideos\nSocial Media Directory\nPodcasts\nWhat's New\nHome\nNewsroom\nNewsroom\nLatest Press Releases\nView All Latest Press Releases\nSEC Charges Boiler Room Operator and Three Entities with Defrauding Retail Investors in $74 Million Pre-IPO Investment Scam\nAug. 14, 2026\nSEC Charges Toms River Trio in Connection with Alleged $47 Million Fraud Targeting Orthodox Jewish Communities\nAug. 13, 2026\nSEC Charges Private Fund Adviser Adit Ventures Management, Its CEO and Affiliated General Partners in Alleged Fraud\nAug. 10, 2026\nWhat's New\nView All\nWhat's New\nSEC Charges Boiler Room Operator and Three Entities with Defrauding Retail Investors in $74 Million Pre-IPO Investment Scam\nAug. 14, 2026\nSelf-Regulatory Organizations; New York Stock Exchange LLC; Notice of Filing and Immediate Effectiveness of Proposed Rule Change to Amend Its Price List\nAug. 14, 2026\nSelf-Regulatory Organizations; Nasdaq PHLX LLC; Notice of Filing and Immediate Effectiveness of a Proposed Rule Change to Amend Equity 4, Rule 3100 Regarding Trading Halts\nAug. 14, 2026\nUpcoming Events\nView All Upcoming Events\nAug\n14\nCancelled\nSEC Meetings and Other Events\nOpen Meeting\nThe SEC is holding an open meeting to consider whether to issue a release proposing new rules to create a tailored offering regime for certain investment contracts involving crypto assets.\nAug\n20\nSEC Meetings and Other Events\nClosed Meeting\nSep\n17\nSEC Meetings and Other Events\nRoundtable on Preparations for 24-Hour Trading\nThe SEC is hosting a roundtable to discuss moving towards 24-hour trading in the U.S. equity markets, including preparations to support overnight trading, operations and resiliency in a 24-hour market, and opportunities and challenges for expans", + "quality": "strong", + "relevance_score": 1.0, + "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + }, + { + "type": "primary_seed", + "source": "primary_source_seed", + "source_tier": "TIER_A", + "url": "https://www.cftc.gov/PressRoom/PressReleases", + "title": "https://www.cftc.gov/PressRoom/PressReleases", + "category": "LEGAL_REGULATORY", + "summary": "Primary-source seed for crypto protocol research.", + "fallback_evidence": false, + "content": "Press Releases | CFTC\n/PressRoom/PressReleases\nSkip to main content\nTransparency\nContact Us\nSearch\nSearch\nMain navigation\nAbout the CFTC\nThe Commission\nChairman & Commissioners\nCFTC Organization\nAdvisory Committees\nInnovation at the CFTC\nAgriculture at the CFTC\nBudget & Performance\nPrivacy at the CFTC\nCareers\nIndustry Oversight\nIndustry Filings\nTrading Organizations\nClearing Organizations\nData Repositories\nIntermediaries\nMarket Surveillance\nContracts & Products\nRules & Rule Amendments\nAnti-Money Laundering\nLaw & Regulation\nCommodity Exchange Act & Regulations\nHow Rules Are Made\nHolding Wrongdoers Accountable\nFederal Register\nPublic Comments\nCFTC Staff Letters\nMarket Data & Economic Analysis\nData at CFTC\nCommitments of Traders\nBank Participation Reports\nCotton On-Call\nFinancial Data for FCMS\nStaff Reports\nWeekly Swaps Report\nCleared Margin Reports\nOffice of the Chief Economist\nForms & Submissions\nLearn & Protect\nUnderstanding Prediction Markets and Event Contracts\nCheck Registration & Disciplinary History\nSubmit a Tip or Complaint\nRED List\nOffice of Proceedings\nLearning Resources\nNews & Events\nPress Releases\nPublic Statements & Remarks\nEvents\nCarousel Rotation On\nOn\nNews & Events\nPress Releases\nPublic Statements & Remarks\nEvents\nPress Releases\nKeyword(s)\nPress Release Type\n- Any - General Enforcement\nRelease Number\nTag\n- Any - Corona Virus Harmonization\nBy year\nAll 2026 2025 2024 2023 2022 2021 2020 2019 2018 2017 2016 2015 2014 2013 2012 2011 2010 2009 2008 2007 2006 2005 2004 2003 2002 2001 2000 1999 1998 1997 1996 1995\nApply\nDate\nPress Releases\n08/13/2026\nChairman Selig Announces Agenda for August 20 Innovation Advisory Committee Meeting in Washington , 9283-26\n08/12/2026\nCFTC Releases Advisory on Self-Certification of Incentive Programs for Prediction Markets , 9282-26\n08/11/2026\nCFTC Exercises Emergency Authority to Ensure Market Stability , 9281-26\n08/11/2026\nCFTC Charges Goliath Ventures Inc. and CEO with $400 Million Fraud Scheme , 9280-26\n08/10/2026\nChairman Selig Announces Inaugural CFTC Innovation Advisory Committee Meeting on August 20 in Washington , 9279-26\n08/07/2026\nCFTC Reminds Markets to Display Clear Pricing Information , 9278-26\n08/03/2026\nCFTC Orders UBS Financial Services Inc. to Pay $8 Million for Supervision Failures Impacting Its AML Transaction Monitoring Systems , 9277-26\n07/31/2026\nCFTC Orders George Santos to Pay $35,000 for Manipulative Trading of State-of-the-Union Event Contract , 9276-26\n07/31/2026\nICYMI: Members of the CFTC\u2019s Agricultural Advisory Committee Join Chairman Selig in Washington at First Meeting of 2026 , 9275-26\n07/30/2026\nCFTC Seeks Public Comment on Notice of Proposed Rulemaking Concerning Affiliations Among Certain CFTC-Regulated Entities , 9274-26\n07/24/2026\nCFTC Releases Advisory on Self-Certification of an Event Contract Series , 9273-26\n07/24/2026\nCFTC Staff Issues No-Action Position on Designated Contract Market Procedures , 9272-26\n07/23/2026\nCFTC Extends Public Comment Period on Proposed Rule on the Extension of Standard Futures Contracts to 24/7 Trading and on Perpetual Contracts Referencing Physically Delivered or Storable Energy Commodities , 9271-26\n07/23/2026\nChairman Selig Announces Agenda for July 29 Agricultural Advisory Committee Meeting in Washington , 9270-26\n07/17/2026\nCFTC Sunsets Routine Large Trader Reporting Requirements for Physical Commodity Swaps , 9269-26\n07/15/2026\nChairman Selig Announces CFTC Agricultural Advisory Committee to Meet July 29 in Washington , 9268-26\n07/14/2026\nCFTC Stays KalshiEX Rule Change and Exercises Emergency Authority to Order Fulfillment of Pending Trades , 9267-26\n07/13/2026\nCFTC Approves Final Rule Amending Margin Requirements for Uncleared Swaps , 9266-26\n07/09/2026\nCFTC to Stay Self-Certified Contract on 24/7 Trading for Crude Oil Futures , 9265-26\n07/07/2026\nCFTC Charges North Carolina Commodity Pool Operator and His Company with Fraud , 9264-26\n06/29/2026\nCFTC Orders Two Foreign Firms to Pay $2.5 Million for Illegal Off-E", + "quality": "strong", + "relevance_score": 1.0, + "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://finance.biggo.com/podcast/5cb605e719115b53", + "title": "Mid-Year Review\uff5cSupply Chained \u2014 BigGo Finance", + "category": "USER_PAIN", + "summary": "SpaceX is dropped without further comment; the first real topic is the OpenAI\u2013Apple legal fight, which Jon calls \"definitely a car \u2026", + "fallback_evidence": false, + "content": "Mid-Year Review\uff5cSupply Chained \u2014 BigGo Finance\nAsk Agent Real-time News Market\nEarnings Call Event Calendar Watchlist Podcast Earnings Call Event Calendar Watchlist Podcast More\nAsk Agent Real-time News\nWatchlist Market Earnings Call Event Calendar Podcast\nPodcast\nMid-Year Review\nHost Tim Culpan Host Jon Y\n5 days ago 00:22:49 en\nSupply Chained\nKey Takeaways Summary Related Companies Key Insights Key Quotes Topics Related News Related Episodes\nKey Takeaways Summary Related Companies Key Insights Key Quotes Topics Related News Related Episodes\nListen on Source Timestamp \u00b7 13\nKey Takeaways\nTim and Jon predict that Apple will release an expensive foldable phone and that a major AI lab will be acquired or collapse within the year, as they analyze the impact of AI hardware costs and supply chain dynamics on the tech industry.\nSummary\nRecorded in the first week of August 2026, this mid-year review of Supply Chained opens with Tim Culpan \u2014 who runs the supply-chain research site Culpium \u2014 and Jon Y of the Asianometry YouTube channel lobbing candidate topics at each other: \"AI stocks crashing, the memory crashing, SpaceX.\" SpaceX is dropped without further comment; the first real topic is the OpenAI\u2013Apple legal fight, which Jon calls \"definitely a car wreck.\" From there the conversation moves through the graveyard of AI hardware devices, the inflation component of the AI boom, the accounting lever Microsoft can pull on GPU purchases, and the economics of compute. The session closes with two sets of second-half-2026 predictions, the boldest being Jon's: at least one major AI lab will not go bankrupt but be acquired \u2014 \"humanely euthanized\" \u2014 before the year is out.\nThe episode's substantive center is Culpan's argument that a meaningful share of the AI boom is inflation in disguise: TSMC raised its full-year revenue growth forecast from around 30% to around 40% partly because equipment simply costs more, and hyperscaler capex records are unreadable until their cost-inflation component is stripped out. His other signature move is the analysis of Microsoft CFO Amy Hood's \"defer the GPU\" lever \u2014 a way to smooth cost of goods sold by delaying the most expensive part of a data center build while continuing to pour concrete, pushing inventory back up the supply chain. Beneath the surface of the Apple\u2013OpenAI fight, the hosts argue, is a simpler question: what is Jony Ive building at OpenAI that makes Apple nervous?\nThe OpenAI\u2013Apple fight: a laptop, a text-message dump, and a metal-polishing technique\nApple sued OpenAI over a former employee who joined OpenAI and allegedly took proprietary information while retaining network access through an Apple laptop at home. That was the story \"everyone\" believed going in \u2014 OpenAI caught with its hand in the cookie jar. Then, in the 24\u201348 hours before recording, OpenAI posted a blog post that inverted the narrative, an argument Culpan summarizes in OpenAI's voice: \"No, you guys are so incompetent that you let a guy take a laptop home.\" OpenAI's version of events, per Culpan: Apple's IT was so sloppy that a departing employee could keep accessing internal systems, and Apple then had to beg that same employee \u2014 by then an OpenAI employee \u2014 for help regaining access to its own IT. OpenAI backed the claim with a public data dump of text messages. Jon's reaction: \"Kind of crazy. I don't really know what to believe.\"\nParty Position Evidence cited\nApple, initial suit A former employee who joined OpenAI took proprietary information, including what Apple calls a metal-polishing technique Lawsuit; details of IT access after departure\nApple, amended filing \"It's much bigger than you think\" \u2014 on the order of 25 different people Framed as systematic poaching or data exfiltration\nOpenAI, blog post Apple was the incompetent party; OpenAI had to rescue Apple's IT A public dump of text messages as \"proof\"\nCulpan reads the amended filing as Apple signaling systematic, organized poaching rather than a one-off defection. He no", + "quality": "strong", + "source_tier": "TIER_C", + "relevance_score": 1.0, + "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.linkedin.com/company/togethercomputer", + "title": "Together AI | LinkedIn", + "category": "USER_PAIN", + "summary": "Together AI | 94 005 sleduj\u00edc\u00edch u\u017eivatel\u016f na LinkedIn. Accelerate inference, model shaping, and pre-training on a research-optimized platform. | Together AI is the AI Native Cloud, purpose-built for AI engineers and researchers with a full\u2026", + "fallback_evidence": false, + "content": "Together AI | LinkedIn\nSkip to main content\nLinkedIn\nTop Content\nPeople\nLearning\nJobs\nGames\nJoin now\nSign in\nTogether AI\nSoftware Development\nSan Francisco, California 97,534 followers\nAccelerate inference, model shaping, and pre-training on a research-optimized platform.\nSee jobs\nFollow\nDiscover all 427 employees\nReport this company\nOverview\nJobs\nAbout us\nTogether AI is the AI Native Cloud, purpose-built for AI engineers and researchers with a full suite of tooling across inference, model shaping, and pre-training. AI natives can use Together AI as a full-stack AI platform \u2014 from a high- performance inference engine built for reliable and fast scaling to on-demand GPU clusters and massive-scale AI factories.\nTogether AI continuously pushes the frontier forward by productizing cutting-edge research from our world-leading AI systems research team. By combining research velocity with production-grade infrastructure, we enable companies to reliably scale AI-native applications as fast as the field evolves.\nTrusted by leading AI natives like Cursor, Decagon, Eleven Labs, AI21, Hedra, and Cartesia, as well as SaaS innovators such as Salesforce, Zoom, and Zomato, Together AI powers the next generation of AI-native applications.\nWebsite\nhttps://together.ai\nExternal link for Together AI\nIndustry\nSoftware Development\nCompany size\n201-500 employees\nHeadquarters\nSan Francisco, California\nType\nPrivately Held\nFounded\n2022\nSpecialties\nArtificial Intelligence, Cloud Computing, LLM, Open Source, and Decentralized Computing\nLocations\nPrimary\n251 Rhode Island St\nSuite 205\nSan Francisco, California 94103, US\nGet directions\nEmployees at Together AI\nVipul Ved Prakash\nHemant Taneja\nHemant Taneja is an Influencer\nYaron Samid \ud83c\uddee\ud83c\uddf1\ud83c\uddfa\ud83c\uddf8\nCharles Zedlewski\nSee all employees\nUpdates\nTogether AI\n97,534 followers\n2d\nReport this post\nTogether AI and Larsen & Toubro are building India's largest AI Factory.\nThe partnership will deploy 10,000 NVIDIA B300 GPUs at L&T's Chennai data center campus, the largest GPU cluster in the country. This infrastructure will power Together's AI Native Cloud platform for large-scale inference, fine-tuning, and training run out of India.\nFor developers and enterprises building in India, that means open-source inference at scale, on infrastructure designed to keep data, models, and workloads local while meeting global standards.\nIt's a step toward India's broader AI mission: sovereign compute that backs the country's fast-growing AI-native ecosystem.\nMore in the comments.\n141\n8 Comments\nLike\nComment\nShare\nTogether AI\n97,534 followers\n2d\nReport this post\nNothing in this video is real. Every frame, sound, and person is AI video.\nSeedance 2.5 is now live on Together AI.\nByteDance\u2019s latest video model is built for creating complete stories with more control over how scenes look, sound, and evolve over time.\nTogether AI gives builders a production-ready API for building Seedance 2.5 into video creation workflows.\n\u2026more\n46\n2 Comments\nLike\nComment\nShare\nTogether AI\n97,534 followers\n3d\nEdited\nReport this post\nQwen3.8-2.4T-A95B is now live on Together AI.\nThe Qwen Team\u2019s latest flagship model is built for coding and long-horizon agent workflows, scaling to 2.4T parameters with a 1M context window.\nQwen3.8-2.4T-A95B is designed to keep working across extended tasks: maintaining task state, dispatching work, recovering from failures, and testing its own code across builds, unit tests, and E2E tests.\nTogether Serverless Inference gives developers a managed, high-throughput production path for running these long, compute-intensive agent workflows.\nStart building:\nhttps://lnkd.in/gRu8vMkB\n\u2026more\n36\n1 Comment\nLike\nComment\nShare\nTogether AI\n97,534 followers\n5d\nReport this post\nTogether AI is teaming up with IBM and NVIDIA to bring enterprise-grade AI inference to IBM Cloud.\nA dedicated cluster of NVIDIA B300s, backed by Spectrum-X networking, at IBM Cloud's Dallas site. The first dedicated, large-scale inference cluster of its kind on IBM Cloud, powe", + "quality": "strong", + "source_tier": "TIER_C", + "relevance_score": 1.0, + "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://aifans.fan/news/", + "title": "AI News Today \u2014 Latest Artificial Intelligence Headlines | AIFans", + "category": "USER_PAIN", + "summary": "15 hours ago \u00b7 Daily AI news from TechCrunch, VentureBeat, The Verge, MIT Tech Review, Ars Technica and more. Updated every \u2026", + "fallback_evidence": false, + "content": "AI News Today \u2014 Latest Artificial Intelligence Headlines | AIFans\nlive \u00b7 280+ tools indexed \u00b7 updated daily \u00b7 review methodology light dark\na aifans .fan AI Tools Categories Compare Alternatives Best For Blog AI News Perspectives Write & Earn Submit Tool\nsearch \u2192 submit tool \u2192\nHome\n\u203a AI News\nAI News\nThe latest artificial intelligence headlines from AI News, Ars Technica, Google AI Blog, HuggingFace, MIT Tech Review, OpenAI Blog, TechCrunch, The Verge, VentureBeat and more \u2014 curated daily.\n2420 articles \u00b7 Updated August 16, 2026 at 12:51 PM UTC\nFilter by Topic\nAll 2420 Model Release 214 Funding 404 Research 147 Regulation 167 Product 454 Industry 1034\nFilter by Source\nAll AI News 186 Ars Technica 50 Google AI Blog 67 HuggingFace 132 MIT Tech Review 237 OpenAI Blog 231 TechCrunch 976 The Verge 528 VentureBeat 13\nTechCrunch\n15h ago\nWoman claims her stepfather used Grok to transform childhood photo into explicit imagery\nA woman has alleged that her stepfather used the AI chatbot Grok to manipulate a childhood photo into explicit imagery, highlighting concerns about AI's potential to facilitate child sexual abuse. The case underscores growing fears that generative AI tools can be misused to create non-consensual intimate images of minors from ordinary photographs.\nProduct\nTechCrunch\n17h ago\nAnthropic shares more details about how Claude\u2019s new watermarks will work\nAnthropic revealed details about Claude's new watermarking system, which embeds subtle patterns in AI-generated text to detect its origin, though it can be altered by editing; this matters because it aims to improve transparency and combat misinformation while raising questions about its effectiveness with code.\nTechCrunch\n20h ago\nSpaceX officially closes its Cursor acquisition\nSpaceX has completed its acquisition of Cursor, an AI-powered coding startup, integrating its technology to enhance SpaceX's software development capabilities. This move matters because it strengthens SpaceX's AI-driven engineering tools, potentially accelerating innovation in aerospace and satellite systems.\nFunding\nThe Verge\n20h ago\nHave a laugh at AI\u2019s expense by roleplaying as a chatbot\nA new web tool called *Your AI Slop Bores Me* lets users roleplay as either a human or an AI chatbot, with real people responding to prompts on both sides\u2014highlighting how human creativity often surpasses AI-generated responses in nuance and humor. The project critiques AI's limitations by demonstrating that human interaction remains more engaging and unpredictable than machine-generated text.\nTechCrunch \ud83d\udd25\nyesterday\nDoes Mark Zuckerberg really believe AI is \u2018for everyone\u2019?\nMeta released Glimmer, an open-weight AI model that users can download and run locally, unlike its more powerful but API-restricted model, Muse Spark, highlighting its commitment to democratizing AI access while raising questions about the balance between openness and control. This move matters because it reflects Meta's strategy to make AI more accessible while maintaining proprietary control over its most advanced tools, sparking debate about the true inclusivity of AI advancements.\nProduct\nThe Verge \ud83d\udd25\nyesterday\nMark Zuckerberg has an Instagzam\nInstagram recently updated its iconic wordmark to a new, abstract design that no longer clearly spells \"Instagram,\" sparking confusion among users. The change matters because it alters a recognizable brand identity, raising questions about the company's rebranding strategy and user perception.\nMIT Tech Review\n2d ago\nThe Download: Flock\u2019s new rules, cloning\u2019s future, and children\u2019s cells\nFlock, a police surveillance tech company, is tightening its rules amid growing public backlash over privacy concerns, while new developments in cloning and the use of children\u2019s cells in research highlight ethical debates in biotechnology. This matters because it reflects increasing scrutiny of surveillance technologies and the complex ethical challenges in advancing medical science.\nMIT Tech Review\n2d ago\nThis scienti", + "quality": "strong", + "source_tier": "TIER_C", + "relevance_score": 1.0, + "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://cloud.google.com/products/compute", + "title": "Compute Engine | Google Cloud", + "category": "USER_PAIN", + "summary": "Compute Engine is a computing and hosting service that lets you create and run virtual machines on Google infrastructure, comparable to Amazon EC2 and Azure Virtual Machines. 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Message ChatGPT\nTalk with ChatGPT Research API Platform Stories More\nGPT-5.6: Frontier intelligence that scales with your ambition\nProduct 18 min read\nGPT-5.6: Frontier intelligence that scales with your ambition\nProduct 18 min read\nExpanding Daybreak as the Cyber Defense Window Narrows\nSecurity 8 min read\nImproving GPT\u20115.6 Sol in ChatGPT\u2014and expanding access to GPT-5.6 Luna for free users\nProduct 5 min read\nLaunching Health in ChatGPT\nProduct Jul 23, 2026 7 min read\nRecent news\nView more\nOpenAI appoints Dali Rajic as Chief Revenue Officer\nCompany Aug 13, 2026\nAdvancing the price-performance frontier with GPT\u20115.6\nProduct Jul 30, 2026\nIntroducing OpenAI Presence\nProduct Jul 22, 2026\nDavid V\u00e9lez and Robin Vince join OpenAI boards\nCompany Jul 21, 2026\nGPT-Red: Unlocking Self-Improvement for Robustness\nSafety Jul 15, 2026\nHow agents are transforming work\nCompany Jun 25, 2026\nStories\nView all\nTraining to cycle across Antarctica with ChatGPT\nJun 11, 2026\nCreating new simulations of black holes with Codex\nJun 11, 2026\nChip Ganassi Racing \u00d7 OpenAI\nAPI May 28, 2026\nLatest research\nView all\nTen advances in mathematics and theoretical computer science\nPublication Aug 1, 2026\nAn OpenAI model has disproved a central conjecture in discrete geometry\nResearch May 20, 2026\nIntroducing GPT-Rosalind for life sciences research\nResearch Apr 16, 2026\nOpenAI for business\nView all\nModel ML completes finance work more efficiently with GPT-5.6 Sol\nStartup Aug 10, 2026\nVirgin Atlantic sharpens customer journeys with ChatGPT Work\nAug 10, 2026\nHow Zapier transformed core marketing processes with ChatGPT Work\nAug 10, 2026\nGet started with ChatGPT\nDownload\nResearch Research Index\nResearch Overview\nEconomic Research\nLatest Advancements GPT-5.6\nGPT-5.5\nGPT-5.4\nSafety Safety Approach\nDeployment Safety (opens in a new window)\nSecurity & Privacy\nTrust & Transparency\nProducts ChatGPT (opens in a new window)\nChatGPT Business (opens in a new window)\nChatGPT Enterprise (opens in a new window)\nChatGPT for Education (opens in a new window)\nCodex\nRelease Notes\nAPI Platform Overview\nAPI Log In (opens in a new window)\nDocs (opens in a new window)\nBusiness Overview\nSolutions\nResources\nCustomer Stories\nPartner Network\nContact Sales\nDevelopers Apps SDK (opens in a new window)\nOpen Models\nDocs (opens in a new window)\nResources (opens in a new window)\nDeveloper Forum (opens in a new window)\nCompany About Us\nOur Charter\nCareers\nNews\nSupport Help Center (opens in a new window)\nMore Stories\nAcademy\nSupply Co.\nLivestreams\nPodcast\nRSS\nTerms & Policies Terms of Use\nPrivacy Policy\nOther Policies\n(opens in a new window) (opens in a new window) (opens in a new window) (opens in a new window) (opens in a new window) (opens in a new window) (opens in a new window)\nOpenAI \u00a9 2015\u20132026 Manage Cookies\nEnglish United States\nself.__next_f.push([1,\"1:\\\"$Sreact.fragment\\\"\\n2:I[883964,[\\\"/_next/static/immutable/chunks/0mvfbr7cjihgs.js\\\"],\\\"default\\\"]\\n3:I[892188,[\\\"/_next/static/immutable/chunks/0mvfbr7cjihgs.js\\\"],\\\"default\\\"]\\n4:I[118741,[\\\"/_next/static/immutable/chunks/179_ogb6ubrwy.js\\\",\\\"/_next/static/immutable/chunks/1bb_ab40u39f4.js\\\",\\\"/_next/static/immutable/chunks/21-y3blks-v42.js\\\",\\\"/_next/static/immutable/chunks/2d_y-1_vsz8n9.js\\\",\\\"/_next/static/immutable/chunks/00a3cib2pp1ei.js\\\",\\\"/_next/static/immutable/chunks/3nt-2mx9pep5h.js\\\",\\\"/_next/static/immutable/chunks/1d31eap_bo98u.js\\\",\\\"/_next/static/immutable/chunks/0_j92wp88kgq5.js\\\",\\\"/_next/static/immutable/chunks/1swx_ck8i8g-q.js\\\",\\\"/_next/static/immutable/chunks/2n8iphctm7q6e.js\\\",\\\"/_next/static/immutable/chunks/2_443-2mn02y_.js\\\",\\\"/_next/static/immutable/chunks/2du2fc78sta6r.js\\\",\\\"/_next/static/immut", + "quality": "strong", + "source_tier": "TIER_C", + "relevance_score": 1.0, + "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://docs.symbiotic.fi/get-started/use-cases/decentralized-compute-ai-verification", + "title": "Decentralized Compute and AI Verification \u2013 Symbiotic", + "category": "EXISTING_PROTOCOLS", + "summary": "Decentralized compute today is costly, brittle, and easy to game . Most systems rely on ad-hoc coordinators, TEEs, or multisig committees that don\u2019t provide chain-agnostic, slashing-enforced guarantees. Notable shortcomings include: High cost: bespoke committees/light clients per network, many sig verifications on-chain, custom relayers, repeated audits, and over-provisioned capacity drive unit economics up. Attack surface: forged results, equivocation (conflicting outputs), replay of old resu...Relay turns each off chain computation, including container jobs, into a stake backed, verifiable receipt. These receipts can be checked on chain and, once approved, automatically trigger payments, unlocks, or workflow steps. There are no custom committees or heavy coordination, only clear proof that a job was done, with built in penalties for cheating or missed deadlines, lower costs at scale, and portability across any cloud or chain. Some of the Relay advantages can be found below: Usage-base...Register and bond : Operators enroll for the compute task, publish keys and capabilities, and lock stake that can be slashed. Submit job : The client posts a job with an input commitment that binds image or runtime, parameters, and data. Execute off chain : A worker runs the job. A small Sidecar measures runtime and resources, and derives an output commitment for results and artifacts. Attest : Operators sign a job receipt that includes task id, job id, input hash, output hash, metrics, epoch, a...AI inference marketplace Each inference container runs a Relay Sidecar that signs an attestation with: model ID/version, input hash, output hash, latency, and compute meter. Buyers verify the attestation on-chain before releasing payment; misbehavior can be slashed against the operator\u2019s staked collateral. Model training and fine-tuning Trainers emit Relay attestations at checkpoints (per epoch or per N steps) containing dataset/version hashes and metrics (loss/accuracy). Milestone payouts str...", + "fallback_evidence": false, + "quality": "strong", + "source_tier": "TIER_A", + "relevance_score": 1.0, + "acceptance_reason": "strong category-relevant crypto primary/technical evidence" + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://arxiv.org/pdf/2007.05265", + "title": "Decentralized Accessibility of e-commerce Products through Blockchain Technology", + "category": "EXISTING_PROTOCOLS", + "summary": "12\ud398\uc774\uc9c0644KBDecentralized Accessibility of e-commerce Products through Blockchain Technology Gulshan Kumar a... On the other side, buyers assess the sup- pliers by valuing comprehensive vendor ratings on a broad range of... However, they do not possess a direct impact on product chain. With the untrusted interme- diaries and malicious...12\ud398\uc774\uc9c0644KB", + "fallback_evidence": false, + "quality": "medium", + "source_tier": "TIER_A", + "relevance_score": 0.38, + "acceptance_reason": "medium authority category evidence" + } + ], + "source_rejections": [ + { + "type": "public_web", + "source": "searxng", + "url": "https://chatgpt.com/", + "title": "ChatGPT: Chat, Work, Create & Code with AI", + "category": "USER_PAIN", + "summary": "Use ChatGPT to answer questions, write, create images, complete work, and code\u2014all in one place. Get started for free or download \u2026", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.03 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.ngram.com/solutions/ecommerce", + "title": "AI Video Maker for E-commerce Teams | ngram.com", + "category": "USER_PAIN", + "summary": "PDP video, paid social creative, post-purchase how-tos, and seasonal launch suites. ngram is the video tool for ecommerce teams who own conversion and have a thousand SKUs the agency can't get to.", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.05 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://en.m.wikipedia.org/wiki/Artificial_intelligence", + "title": "Artificial intelligence - Wikipedia", + "category": "USER_PAIN", + "summary": "Artificial intelligence (AI) is the capability of computational systems to perform tasks typically associated with human intelligence, such \u2026", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.1 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://venice.ai/blog/what-is-the-difference-between-centralized-and-decentralized-ai", + "title": "What is the Difference Between Centralized and Decentralized AI?", + "category": "EXISTING_PROTOCOLS", + "summary": "2024.09.24.Centralized AI dominates today's landscape, but at the cost of privacy and censorship. Venice is part of a new wave of decentralized AI advocating for a different paradigm. Why is this shift crucial for the future of AI?2024.09.24.", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.15 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://en.wikipedia.org/wiki/Decentralization", + "title": "Decentralization - Wikipedia", + "category": "EXISTING_PROTOCOLS", + "summary": "Decentralization is the process by which the activities of an organization, particularly those related to planning and decision-making, \u2026", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.12 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://docs.symbiotic.fi/get-started/use-cases/decentralized-compute-ai-verification", + "title": "Decentralized Compute and AI Verification \u2013 Symbiotic", + "category": "EXISTING_PROTOCOLS", + "summary": "Decentralized compute today is costly, brittle, and easy to game . Most systems rely on ad-hoc coordinators, TEEs, or multisig committees that don\u2019t provide chain-agnostic, slashing-enforced guarantees. Notable shortcomings include: High cost: bespoke committees/light clients per network, many sig verifications on-chain, custom relayers, repeated audits, and over-provisioned capacity drive unit economics up. Attack surface: forged results, equivocation (conflicting outputs), replay of old resu...Relay turns each off chain computation, including container jobs, into a stake backed, verifiable receipt. These receipts can be checked on chain and, once approved, automatically trigger payments, unlocks, or workflow steps. There are no custom committees or heavy coordination, only clear proof that a job was done, with built in penalties for cheating or missed deadlines, lower costs at scale, and portability across any cloud or chain. Some of the Relay advantages can be found below: Usage-base...Register and bond : Operators enroll for the compute task, publish keys and capabilities, and lock stake that can be slashed. Submit job : The client posts a job with an input commitment that binds image or runtime, parameters, and data. Execute off chain : A worker runs the job. A small Sidecar measures runtime and resources, and derives an output commitment for results and artifacts. Attest : Operators sign a job receipt that includes task id, job id, input hash, output hash, metrics, epoch, a...AI inference marketplace Each inference container runs a Relay Sidecar that signs an attestation with: model ID/version, input hash, output hash, latency, and compute meter. Buyers verify the attestation on-chain before releasing payment; misbehavior can be slashed against the operator\u2019s staked collateral. Model training and fine-tuning Trainers emit Relay attestations at checkpoints (per epoch or per N steps) containing dataset/version hashes and metrics (loss/accuracy). Milestone payouts str...", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://venice.ai/blog/what-is-the-difference-between-centralized-and-decentralized-ai", + "title": "What is the Difference Between Centralized and Decentralized AI?", + "category": "EXISTING_PROTOCOLS", + "summary": "2024.09.24.Centralized AI dominates today's landscape, but at the cost of privacy and censorship. Venice is part of a new wave of decentralized AI advocating for a different paradigm. Why is this shift crucial for the future of AI?2024.09.24.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://arxiv.org/pdf/2007.05265", + "title": "Decentralized Accessibility of e-commerce Products through Blockchain Technology", + "category": "EXISTING_PROTOCOLS", + "summary": "12\ud398\uc774\uc9c0644KBDecentralized Accessibility of e-commerce Products through Blockchain Technology Gulshan Kumar a... On the other side, buyers assess the sup- pliers by valuing comprehensive vendor ratings on a broad range of... However, they do not possess a direct impact on product chain. With the untrusted interme- diaries and malicious...12\ud398\uc774\uc9c0644KB", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://en.wikipedia.org/wiki/Decentralization", + "title": "Decentralization - Wikipedia", + "category": "EXISTING_PROTOCOLS", + "summary": "Decentralization is the process by which the activities of an organization, particularly those related to planning and decision-making, \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://docs.symbiotic.fi/get-started/use-cases/decentralized-compute-ai-verification", + "title": "Decentralized Compute and AI Verification \u2013 Symbiotic", + "category": "FAILED_PRECEDENTS", + "summary": "Decentralized compute today is costly, brittle, and easy to game . Most systems rely on ad-hoc coordinators, TEEs, or multisig committees that don\u2019t provide chain-agnostic, slashing-enforced guarantees. Notable shortcomings include: High cost: bespoke committees/light clients per network, many sig verifications on-chain, custom relayers, repeated audits, and over-provisioned capacity drive unit economics up. Attack surface: forged results, equivocation (conflicting outputs), replay of old resu...Relay turns each off chain computation, including container jobs, into a stake backed, verifiable receipt. These receipts can be checked on chain and, once approved, automatically trigger payments, unlocks, or workflow steps. There are no custom committees or heavy coordination, only clear proof that a job was done, with built in penalties for cheating or missed deadlines, lower costs at scale, and portability across any cloud or chain. Some of the Relay advantages can be found below: Usage-base...Register and bond : Operators enroll for the compute task, publish keys and capabilities, and lock stake that can be slashed. Submit job : The client posts a job with an input commitment that binds image or runtime, parameters, and data. Execute off chain : A worker runs the job. A small Sidecar measures runtime and resources, and derives an output commitment for results and artifacts. Attest : Operators sign a job receipt that includes task id, job id, input hash, output hash, metrics, epoch, a...AI inference marketplace Each inference container runs a Relay Sidecar that signs an attestation with: model ID/version, input hash, output hash, latency, and compute meter. Buyers verify the attestation on-chain before releasing payment; misbehavior can be slashed against the operator\u2019s staked collateral. Model training and fine-tuning Trainers emit Relay attestations at checkpoints (per epoch or per N steps) containing dataset/version hashes and metrics (loss/accuracy). Milestone payouts str...", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://venice.ai/blog/what-is-the-difference-between-centralized-and-decentralized-ai", + "title": "What is the Difference Between Centralized and Decentralized AI?", + "category": "FAILED_PRECEDENTS", + "summary": "2024.09.24.Centralized AI dominates today's landscape, but at the cost of privacy and censorship. Venice is part of a new wave of decentralized AI advocating for a different paradigm. Why is this shift crucial for the future of AI?2024.09.24.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://arxiv.org/pdf/2007.05265", + "title": "Decentralized Accessibility of e-commerce Products through Blockchain Technology", + "category": "FAILED_PRECEDENTS", + "summary": "12\ud398\uc774\uc9c0644KBDecentralized Accessibility of e-commerce Products through Blockchain Technology Gulshan Kumar a... On the other side, buyers assess the sup- pliers by valuing comprehensive vendor ratings on a broad range of... However, they do not possess a direct impact on product chain. With the untrusted interme- diaries and malicious...12\ud398\uc774\uc9c0644KB", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://mail.google.com/mail/u/0/", + "title": "google mail", + "category": "FAILED_PRECEDENTS", + "summary": "", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://docs.symbiotic.fi/get-started/use-cases/decentralized-compute-ai-verification", + "title": "Decentralized Compute and AI Verification \u2013 Symbiotic", + "category": "FAILED_PRECEDENTS", + "summary": "Decentralized compute today is costly, brittle, and easy to game . Most systems rely on ad-hoc coordinators, TEEs, or multisig committees that don\u2019t provide chain-agnostic, slashing-enforced guarantees. Notable shortcomings include: High cost: bespoke committees/light clients per network, many sig verifications on-chain, custom relayers, repeated audits, and over-provisioned capacity drive unit economics up. Attack surface: forged results, equivocation (conflicting outputs), replay of old resu...Relay turns each off chain computation, including container jobs, into a stake backed, verifiable receipt. These receipts can be checked on chain and, once approved, automatically trigger payments, unlocks, or workflow steps. There are no custom committees or heavy coordination, only clear proof that a job was done, with built in penalties for cheating or missed deadlines, lower costs at scale, and portability across any cloud or chain. Some of the Relay advantages can be found below: Usage-base...Register and bond : Operators enroll for the compute task, publish keys and capabilities, and lock stake that can be slashed. Submit job : The client posts a job with an input commitment that binds image or runtime, parameters, and data. Execute off chain : A worker runs the job. A small Sidecar measures runtime and resources, and derives an output commitment for results and artifacts. Attest : Operators sign a job receipt that includes task id, job id, input hash, output hash, metrics, epoch, a...AI inference marketplace Each inference container runs a Relay Sidecar that signs an attestation with: model ID/version, input hash, output hash, latency, and compute meter. Buyers verify the attestation on-chain before releasing payment; misbehavior can be slashed against the operator\u2019s staked collateral. Model training and fine-tuning Trainers emit Relay attestations at checkpoints (per epoch or per N steps) containing dataset/version hashes and metrics (loss/accuracy). Milestone payouts str...", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://venice.ai/blog/what-is-the-difference-between-centralized-and-decentralized-ai", + "title": "What is the Difference Between Centralized and Decentralized AI?", + "category": "FAILED_PRECEDENTS", + "summary": "2024.09.24.Centralized AI dominates today's landscape, but at the cost of privacy and censorship. Venice is part of a new wave of decentralized AI advocating for a different paradigm. Why is this shift crucial for the future of AI?2024.09.24.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://arxiv.org/pdf/2007.05265", + "title": "Decentralized Accessibility of e-commerce Products through Blockchain Technology", + "category": "FAILED_PRECEDENTS", + "summary": "12\ud398\uc774\uc9c0644KBDecentralized Accessibility of e-commerce Products through Blockchain Technology Gulshan Kumar a... On the other side, buyers assess the sup- pliers by valuing comprehensive vendor ratings on a broad range of... However, they do not possess a direct impact on product chain. With the untrusted interme- diaries and malicious...12\ud398\uc774\uc9c0644KB", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://en.wikipedia.org/wiki/Decentralization", + "title": "Decentralization - Wikipedia", + "category": "FAILED_PRECEDENTS", + "summary": "Decentralization is the process by which the activities of an organization, particularly those related to planning and decision-making, \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://docs.symbiotic.fi/get-started/use-cases/decentralized-compute-ai-verification", + "title": "Decentralized Compute and AI Verification \u2013 Symbiotic", + "category": "ONCHAIN_ALTERNATIVES", + "summary": "Decentralized compute today is costly, brittle, and easy to game . Most systems rely on ad-hoc coordinators, TEEs, or multisig committees that don\u2019t provide chain-agnostic, slashing-enforced guarantees. Notable shortcomings include: High cost: bespoke committees/light clients per network, many sig verifications on-chain, custom relayers, repeated audits, and over-provisioned capacity drive unit economics up. Attack surface: forged results, equivocation (conflicting outputs), replay of old resu...Relay turns each off chain computation, including container jobs, into a stake backed, verifiable receipt. These receipts can be checked on chain and, once approved, automatically trigger payments, unlocks, or workflow steps. There are no custom committees or heavy coordination, only clear proof that a job was done, with built in penalties for cheating or missed deadlines, lower costs at scale, and portability across any cloud or chain. Some of the Relay advantages can be found below: Usage-base...Register and bond : Operators enroll for the compute task, publish keys and capabilities, and lock stake that can be slashed. Submit job : The client posts a job with an input commitment that binds image or runtime, parameters, and data. Execute off chain : A worker runs the job. A small Sidecar measures runtime and resources, and derives an output commitment for results and artifacts. Attest : Operators sign a job receipt that includes task id, job id, input hash, output hash, metrics, epoch, a...AI inference marketplace Each inference container runs a Relay Sidecar that signs an attestation with: model ID/version, input hash, output hash, latency, and compute meter. Buyers verify the attestation on-chain before releasing payment; misbehavior can be slashed against the operator\u2019s staked collateral. Model training and fine-tuning Trainers emit Relay attestations at checkpoints (per epoch or per N steps) containing dataset/version hashes and metrics (loss/accuracy). Milestone payouts str...", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://venice.ai/blog/what-is-the-difference-between-centralized-and-decentralized-ai", + "title": "What is the Difference Between Centralized and Decentralized AI?", + "category": "ONCHAIN_ALTERNATIVES", + "summary": "2024.09.24.Centralized AI dominates today's landscape, but at the cost of privacy and censorship. Venice is part of a new wave of decentralized AI advocating for a different paradigm. Why is this shift crucial for the future of AI?2024.09.24.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://arxiv.org/pdf/2007.05265", + "title": "Decentralized Accessibility of e-commerce Products through Blockchain Technology", + "category": "ONCHAIN_ALTERNATIVES", + "summary": "12\ud398\uc774\uc9c0644KBDecentralized Accessibility of e-commerce Products through Blockchain Technology Gulshan Kumar a... On the other side, buyers assess the sup- pliers by valuing comprehensive vendor ratings on a broad range of... However, they do not possess a direct impact on product chain. With the untrusted interme- diaries and malicious...12\ud398\uc774\uc9c0644KB", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://quickview.westlawinternational.com/smgawelcome.aspx", + "title": "Welcome to Westlaw QuickView", + "category": "ONCHAIN_ALTERNATIVES", + "summary": "Westlaw QuickView+ is a web-based application that enables you to create customised reports of your firm's usage. Reports can be \u2026", + "fallback_evidence": false, + "quality": "weak", + "rejection_reason": "SOURCE_REJECT_WRONG_CATEGORY", + "relevance_score": 0.1 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://docs.symbiotic.fi/get-started/use-cases/decentralized-compute-ai-verification", + "title": "Decentralized Compute and AI Verification \u2013 Symbiotic", + "category": "OFFCHAIN_ALTERNATIVES", + "summary": "Decentralized compute today is costly, brittle, and easy to game . Most systems rely on ad-hoc coordinators, TEEs, or multisig committees that don\u2019t provide chain-agnostic, slashing-enforced guarantees. Notable shortcomings include: High cost: bespoke committees/light clients per network, many sig verifications on-chain, custom relayers, repeated audits, and over-provisioned capacity drive unit economics up. Attack surface: forged results, equivocation (conflicting outputs), replay of old resu...Relay turns each off chain computation, including container jobs, into a stake backed, verifiable receipt. These receipts can be checked on chain and, once approved, automatically trigger payments, unlocks, or workflow steps. There are no custom committees or heavy coordination, only clear proof that a job was done, with built in penalties for cheating or missed deadlines, lower costs at scale, and portability across any cloud or chain. Some of the Relay advantages can be found below: Usage-base...Register and bond : Operators enroll for the compute task, publish keys and capabilities, and lock stake that can be slashed. Submit job : The client posts a job with an input commitment that binds image or runtime, parameters, and data. Execute off chain : A worker runs the job. A small Sidecar measures runtime and resources, and derives an output commitment for results and artifacts. Attest : Operators sign a job receipt that includes task id, job id, input hash, output hash, metrics, epoch, a...AI inference marketplace Each inference container runs a Relay Sidecar that signs an attestation with: model ID/version, input hash, output hash, latency, and compute meter. Buyers verify the attestation on-chain before releasing payment; misbehavior can be slashed against the operator\u2019s staked collateral. Model training and fine-tuning Trainers emit Relay attestations at checkpoints (per epoch or per N steps) containing dataset/version hashes and metrics (loss/accuracy). Milestone payouts str...", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://venice.ai/blog/what-is-the-difference-between-centralized-and-decentralized-ai", + "title": "What is the Difference Between Centralized and Decentralized AI?", + "category": "OFFCHAIN_ALTERNATIVES", + "summary": "2024.09.24.Centralized AI dominates today's landscape, but at the cost of privacy and censorship. Venice is part of a new wave of decentralized AI advocating for a different paradigm. Why is this shift crucial for the future of AI?2024.09.24.", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://arxiv.org/pdf/2007.05265", + "title": "Decentralized Accessibility of e-commerce Products through Blockchain Technology", + "category": "OFFCHAIN_ALTERNATIVES", + "summary": "12\ud398\uc774\uc9c0644KBDecentralized Accessibility of e-commerce Products through Blockchain Technology Gulshan Kumar a... On the other side, buyers assess the sup- pliers by valuing comprehensive vendor ratings on a broad range of... However, they do not possess a direct impact on product chain. With the untrusted interme- diaries and malicious...12\ud398\uc774\uc9c0644KB", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://en.wikipedia.org/wiki/Decentralization", + "title": "Decentralization - Wikipedia", + "category": "OFFCHAIN_ALTERNATIVES", + "summary": "Decentralization is the process by which the activities of an organization, particularly those related to planning and decision-making, \u2026", + "fallback_evidence": false, + "quality": "reject", + "rejection_reason": "SOURCE_REJECT_DUPLICATE", + "relevance_score": 0 + } + ], + "source_count": 16, + "source_rejection_count": 25, + "page_fetch_count": 14, + "search_result_count": 41, + "primary_source_count": 11, + "coverage": { + "USER_PAIN": true, + "EXISTING_PROTOCOLS": true, + "FAILED_PRECEDENTS": false, + "TOKEN_UTILITY_PRECEDENTS": false, + "SECURITY_BOND_PRECEDENTS": false, + "SLASHING_PRECEDENTS": false, + "RESOURCE_MARKET_PRECEDENTS": false, + "PROVIDER_ECONOMICS": false, + "NETWORK_BOOTSTRAP": false, + "VALUE_CAPTURE": false, + "TOKENOMICS_FAILURES": false, + "SECURITY_INCIDENTS": false, + "ONCHAIN_ALTERNATIVES": true, + "OFFCHAIN_ALTERNATIVES": false, + "LEGAL_REGULATORY": true, + "PRE_TOKEN_MONETIZATION": false + }, + "coverage_ratio": 0.25, + "coverage_confidence": { + "USER_PAIN": "HIGH", + "EXISTING_PROTOCOLS": "MEDIUM", + "FAILED_PRECEDENTS": "NONE", + "TOKEN_UTILITY_PRECEDENTS": "NONE", + "SECURITY_BOND_PRECEDENTS": "NONE", + "SLASHING_PRECEDENTS": "NONE", + "RESOURCE_MARKET_PRECEDENTS": "NONE", + "PROVIDER_ECONOMICS": "NONE", + "NETWORK_BOOTSTRAP": "NONE", + "VALUE_CAPTURE": "NONE", + "TOKENOMICS_FAILURES": "NONE", + "SECURITY_INCIDENTS": "NONE", + "ONCHAIN_ALTERNATIVES": "HIGH", + "OFFCHAIN_ALTERNATIVES": "NONE", + "LEGAL_REGULATORY": "HIGH", + "PRE_TOKEN_MONETIZATION": "NONE" + }, + "category_coverage_confidence": { + "USER_PAIN": "HIGH", + "EXISTING_PROTOCOLS": "MEDIUM", + "FAILED_PRECEDENTS": "NONE", + "TOKEN_UTILITY_PRECEDENTS": "NONE", + "SECURITY_BOND_PRECEDENTS": "NONE", + "SLASHING_PRECEDENTS": "NONE", + "RESOURCE_MARKET_PRECEDENTS": "NONE", + "PROVIDER_ECONOMICS": "NONE", + "NETWORK_BOOTSTRAP": "NONE", + "VALUE_CAPTURE": "NONE", + "TOKENOMICS_FAILURES": "NONE", + "SECURITY_INCIDENTS": "NONE", + "ONCHAIN_ALTERNATIVES": "HIGH", + "OFFCHAIN_ALTERNATIVES": "NONE", + "LEGAL_REGULATORY": "HIGH", + "PRE_TOKEN_MONETIZATION": "NONE" + }, + "source_provider_health": "SEARCH_WORKED", + "search_engine_health": { + "RATE_LIMITED": 40, + "CAPTCHA": 48, + "ACCESS_DENIED": 24, + "TIMEOUT": 5 + }, + "engine_circuit_breaker_events": { + "brave": 8, + "brave.images": 8, + "brave.videos": 8, + "duckduckgo": 8, + "google cse": 8, + "google cse images": 8, + "mojeek": 8, + "mojeek images": 8, + "mojeek news": 8, + "qwant": 8, + "qwant images": 8, + "startpage": 8, + "startpage images": 8, + "startpage news": 8 + }, + "queries_avoided_due_to_engine_failure": 18, + "queries_avoided_due_to_circuit_breaker": 18, + "source_acceptance_rate": 0.39, + "research_status": "EVIDENCE_INSUFFICIENT", + "unverified_categories": [ + "FAILED_PRECEDENTS", + "TOKEN_UTILITY_PRECEDENTS", + "SECURITY_BOND_PRECEDENTS", + "SLASHING_PRECEDENTS", + "RESOURCE_MARKET_PRECEDENTS", + "PROVIDER_ECONOMICS", + "NETWORK_BOOTSTRAP", + "VALUE_CAPTURE", + "TOKENOMICS_FAILURES", + "SECURITY_INCIDENTS", + "OFFCHAIN_ALTERNATIVES", + "PRE_TOKEN_MONETIZATION" + ] + }, + "research_confidence": "EVIDENCE_INSUFFICIENT", + "legal_review_required": true, + "corrected_review_scope": "former_v031_survivor_reprocessed_without_new_ideas" } ], - "top_3": [], "routed_to_saas": [ { - "company": "MachineProof Exchange", - "token_classification": null, - "product_thesis": "Many businesses need machine-performed services such as CNC prototyping, robotic inspection, lab automation, 3D printing, pick-and-place assembly, or materials testing, but capacity is fragmented across operators with inconsistent quoting, scheduling, quality assurance, and proof of completion. MachineProof Exchange would provide a shared order book, machine capability registry, job routing, escrow, telemetry-based verification, and dispute resolution layer for machine service markets.", - "reason": "Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product." + "company": "Agent Passport Clearinghouse", + "token_classification": "TOKEN_OPTIONAL", + "product_thesis": "As AI agents begin buying services, hiring other agents, opening accounts, and acting on behalf of humans or companies, counterparties need a shared way to know which agent they are dealing with, what authority it has, whether it pays, and whether prior counterparties had good outcomes. The product is a cross-platform economic identity layer for agents: verified agent profiles, delegated authority records, transaction references, dispute history, payment reputation, and revocable credentials.", + "reason": "Corrected rejudge found native token utility insufficient after removing injected/speculative language." }, { - "company": "AgentTenderNet", - "token_classification": null, - "product_thesis": "As companies deploy autonomous agents to buy software services, data tasks, logistics, creative work, and operational microservices, they will need a shared transaction layer that lets buyer agents discover qualified seller agents, issue structured tenders, negotiate terms, verify delivery, and maintain auditable procurement records without relying on a single vendor platform.", - "reason": "Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product." + "company": "PatchBond Network", + "token_classification": "TOKEN_OPTIONAL", + "product_thesis": "Enterprise customers increasingly require proof that vendors can remediate exploitable vulnerabilities quickly, but today they rely on questionnaires, vague SLAs, and private trust. PatchBond creates standardized security performance bonds tied to specific software products, vulnerability classes, severity levels, and remediation deadlines. Vendors pay to publish bonded commitments; independent assessors verify incidents and outcomes; buyers use the bond history as procurement evidence.", + "reason": "Corrected rejudge found native token utility insufficient after removing injected/speculative language." }, { - "company": "PatchBourse", - "token_classification": null, - "product_thesis": "Open-source security failures persist because discovery, triage, patch funding, maintainer capacity, and enterprise urgency are fragmented across parties with different incentives. PatchBourse creates a shared market for verified vulnerability remediation, where customers fund issue-specific repair pools, maintainers or vetted engineers claim scoped work, independent reviewers verify fixes, and enterprises receive remediation visibility, priority influence, and compliance evidence.", - "reason": "Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product." + "company": "ProofGrid Compute Attestation Network", + "token_classification": "TOKEN_OPTIONAL", + "product_thesis": "As AI teams increasingly use fragmented third-party GPU capacity, they need a way to trust that contributed compute was actually performed on the claimed hardware, produced reproducible outputs, and met job-level quality requirements. ProofGrid provides job orchestration, hardware attestation, benchmarked performance records, reproducibility checks, and payment settlement for independent compute contributors.", + "reason": "Corrected rejudge found native token utility insufficient after removing injected/speculative language." }, { - "company": "ProofLedger", - "token_classification": null, - "product_thesis": "Businesses increasingly need credible, machine-readable proof that specific claims are true: SOC controls are operating, AI outputs meet policy constraints, carbon data is accurate, vendors meet contractual SLAs, datasets are licensed, or models were trained on approved sources. Today these proofs are fragmented across consultants, PDFs, trust-me dashboards, and bespoke audits. ProofLedger coordinates buyers, evidence providers, verifiers, and relying parties into a shared proof market with standardized claim schemas, evidence packages, verification workflows, dispute processes, and reusable attestations.", - "reason": "Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product." + "company": "ProofBond", + "token_classification": "TOKEN_OPTIONAL", + "product_thesis": "As AI agents, robots, inference endpoints, and automated services transact with limited human supervision, buyers need a way to know which machines can be trusted before assigning work. ProofBond creates a shared reputation layer where machine operators attach economic guarantees to specific capabilities, independent verifiers measure performance, and counterparties can route work based on bonded track records rather than platform-owned reviews.", + "reason": "Corrected rejudge found native token utility insufficient after removing injected/speculative language." }, { - "company": "CivicSignal Data Cooperative", - "token_classification": null, - "product_thesis": "Many high-value civic datasets exist in fragmented, low-trust pockets: neighborhood flood observations, road hazards, accessibility barriers, public-space usage, local business closures, tree canopy conditions, and informal infrastructure failures. CivicSignal creates a contribution, verification, licensing, and revenue-sharing network where contributors submit structured observations, local validators confirm quality, and buyers access aggregated, privacy-preserving datasets through subscriptions and custom reports.", - "reason": "Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product." + "company": "Compute Clearance Network", + "token_classification": "TOKEN_OPTIONAL", + "product_thesis": "As more infrastructure becomes autonomous, buyers will need capacity that is not just available, but provably reachable, correctly configured, and able to meet latency, uptime, location, and security constraints. Compute Clearance Network would act as a neutral coordination layer where independent operators list machine capacity, automated buyers express service requirements, and the network matches, monitors, and settles usage based on observed performance.", + "reason": "Corrected rejudge found native token utility insufficient after removing injected/speculative language." }, { - "company": "ModelPatch Commons", - "token_classification": null, - "product_thesis": "Frontier and vertical AI teams need continuous model improvement in narrow domains, but high-quality external contributions are hard to source, verify, attribute, and maintain. ModelPatch Commons creates a shared marketplace and verification layer for reusable evaluation-backed model contributions such as datasets, preference pairs, failure cases, fine-tuning recipes, synthetic data generators, and domain-specific eval suites.", - "reason": "Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product." - }, - { - "company": "GridForge Flex Market", - "token_classification": null, - "product_thesis": "Many small commercial sites have flexible loads from HVAC, refrigeration, batteries, EV chargers, and thermal storage, but they are too fragmented and operationally risky for buyers to contract with individually. GridForge aggregates these resources through a vendor-neutral marketplace that forecasts availability, dispatches load adjustments, verifies performance from meter and device data, and settles payments between buyers and participating sites.", - "reason": "Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product." - }, - { - "company": "BurstCache Exchange", - "token_classification": null, - "product_thesis": "Many AI, media, gaming, and inference workloads need temporary edge capacity near users, but procurement is fragmented across CDNs, ISPs, colocation providers, and independent node operators. BurstCache Exchange coordinates discoverability, pricing, fulfillment, metering, and settlement for short-lived bandwidth and storage reservations without requiring customers to negotiate bilateral contracts.", - "reason": "Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product." - }, - { - "company": "CareRoute Neutral Coordination Network", - "token_classification": null, - "product_thesis": "Hospitals and payers struggle to place patients into home health quickly because provider availability, service areas, credential fit, language needs, payer acceptance, and start-of-care timing are fragmented across many agencies. CareRoute would operate as a shared, neutral placement network where agencies publish structured capacity and constraints, discharge teams submit care needs, and the system coordinates the best feasible placement with auditability and workflow integration.", - "reason": "Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product." + "company": "ProofGrid Compute Escrow", + "token_classification": "TOKEN_OPTIONAL", + "product_thesis": "Decentralized AI compute markets fail when buyers cannot verify whether a remote GPU provider actually ran the requested workload correctly, completely, and privately. ProofGrid provides a pre-token SaaS and coordination layer that standardizes job packaging, execution attestations, redundancy checks, output verification, escrow release, and supplier reputation across independent GPU hosts.", + "reason": "Corrected rejudge found native token utility insufficient after removing injected/speculative language." } ], + "research_health": { + "sources_accepted": 85, + "sources_rejected": 193 + }, + "token_red_team_failures": { + "TOKEN_NOT_REQUIRED": 6, + "YIELD_DEPENDENCY": 1, + "SLASHING_DEPENDS_ON_HUMAN_JUDGMENT": 1 + }, "v02_v03_v031_comparison": { "v02": { "raw": 30, @@ -4429,35 +11562,24 @@ "crypto_survivors": 0, "finalists": 0 }, - "v031": { + "v031_corrected": { "raw": 20, "onchain_passed": 11, "onchain_rejected": 9, - "token_strongly_justified": 1, - "token_essential": 5, - "crypto_survivors": 6, - "autonomous_survivors": 0, - "assisted_high_potential": 0, - "finalists": 0, - "average_research_quality": 0.18, - "idea_diversity": { - "protocol_category_distribution": { - "PatchBond": 1, - "Agent": 1, - "Compute": 1, - "ProofGrid": 2, - "ProofBond": 1 - }, - "token_utility_distribution": { - "token utility not proven": 1, - "decentralized marketplace coordination": 4, - "proof/attestation markets": 2, - "protocol fee settlement": 1 - }, - "saturation_flags": [] - } + "token_optional": 6, + "crypto_survivors": 0, + "finalists": 0 } }, + "stop_conditions": { + "token_sale": false, + "nft_sale": false, + "founding_membership_sale": false, + "fundraising": false, + "mainnet_issuance": false, + "user_contact": false, + "real_spend": 0 + }, "v02_comparison": { "v02": { "raw": 30, @@ -4474,246 +11596,13 @@ "crypto_survivors": 0, "finalists": 0 }, - "v031": { + "v031_corrected": { "raw": 20, "onchain_passed": 11, "onchain_rejected": 9, - "token_strongly_justified": 1, - "token_essential": 5, - "crypto_survivors": 6, - "autonomous_survivors": 0, - "assisted_high_potential": 0, - "finalists": 0, - "average_research_quality": 0.18, - "idea_diversity": { - "protocol_category_distribution": { - "PatchBond": 1, - "Agent": 1, - "Compute": 1, - "ProofGrid": 2, - "ProofBond": 1 - }, - "token_utility_distribution": { - "token utility not proven": 1, - "decentralized marketplace coordination": 4, - "proof/attestation markets": 2, - "protocol fee settlement": 1 - }, - "saturation_flags": [] - } + "token_optional": 6, + "crypto_survivors": 0, + "finalists": 0 } - }, - "token_red_team_failures": { - "SPECULATION_DEPENDENT": 6, - "SLASHING_NOT_OBJECTIVE": 2, - "REVENUE_CLAIM_LANGUAGE": 4, - "BUYBACK_DEPENDENCY": 4, - "YIELD_DEPENDENCY": 4, - "SLASHING_DEPENDS_ON_HUMAN_JUDGMENT": 1 - }, - "token_utility_distribution": { - "token utility not proven": 1, - "decentralized marketplace coordination": 4, - "proof/attestation markets": 2, - "protocol fee settlement": 1 - }, - "crypto_thesis_saturation": { - "protocol_category_distribution": { - "PatchBond": 1, - "Agent": 1, - "Compute": 1, - "ProofGrid": 2, - "ProofBond": 1 - }, - "token_utility_distribution": { - "token utility not proven": 1, - "decentralized marketplace coordination": 4, - "proof/attestation markets": 2, - "protocol fee settlement": 1 - }, - "saturation_flags": [] - }, - "capability_gaps": [ - { - "capability": "Guard model", - "count": 6, - "status": "AVAILABLE", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "protocol threat modelling", - "count": 6, - "status": "AVAILABLE", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "Solidity implementation", - "count": 6, - "status": "AVAILABLE", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "token simulation harness", - "count": 6, - "status": "AVAILABLE", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "crypto research workflow", - "count": 6, - "status": "PARTIAL", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "testnet deployment", - "count": 6, - "status": "PARTIAL", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "wallet auth", - "count": 6, - "status": "MISSING", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "key management", - "count": 6, - "status": "MISSING", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "contract deployment pipeline", - "count": 6, - "status": "MISSING", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "oracle/provider monitoring", - "count": 6, - "status": "MISSING", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "legal review workflow", - "count": 6, - "status": "MISSING", - "earliest_stage": "BEFORE_VALIDATION" - } - ], - "research_health": { - "search_engines": { - "RATE_LIMITED": 30, - "ACCESS_DENIED": 18, - "CAPTCHA": 30, - "TIMEOUT": 5, - "PROTOCOL_ERROR": 2 - }, - "sources_accepted": 71, - "sources_rejected": 5, - "primary_sources_accepted": 55, - "queries_avoided_due_to_circuit_breaker": 150, - "average_coverage": 0.18, - "healthy": 0, - "rate_limited": 30, - "captcha": 30, - "denied": 18, - "timed_out": 5 - }, - "system_metrics": { - "raw_theses": 20, - "raw_target": 20, - "raw_generated": 20, - "raw_sol_theses": 20, - "requested_protocol_count": 20, - "generation_attempts": 20, - "accepted_protocols": 20, - "duplicate_rejections": 0, - "token_necessity_rejections": 0, - "generation_sources": [ - "sol" - ], - "model_usage": { - "sol_generation_requests": 20, - "sol_onchain_judge_requests": 20, - "sol_protocol_architecture_requests": 11, - "sol_token_design_requests": 11, - "sol_token_utility_judge_requests": 11, - "sol_final_ic_requests": 6, - "qwen_requests": 0 - }, - "sol_generation_requests": 20, - "sol_onchain_judge_requests": 20, - "fallback_count": 0, - "onchain_rejected": 9, - "onchain_passed": 11, - "crypto_survivors_after_onchain": 11, - "token_design_skipped_due_to_onchain_rejection": 9, - "token_unnecessary_rejections": 5, - "token_optional_route_to_saas": 0, - "token_essential": 5, - "token_strongly_justified": 1, - "serious_crypto_survivors": 6, - "crypto_survivors": 6, - "token_design_attempts": 11, - "token_design_count_matches_onchain_passed": true, - "sol_token_design_requests": 11, - "sol_token_utility_judge_requests": 11, - "crypto_novelty_removed": 0, - "hard_exclusion_rejections": 0, - "regeneration_attempts": 0, - "regenerated_protocols": 0, - "unfilled_slots_after_regeneration": 14, - "regeneration_policy": "V0.3.1 uses total raw Sol generation budget; offchain or weak token ideas are not force-filled.", - "crypto_light_research_seconds": 21.77, - "crypto_light_research_sources": 55, - "crypto_light_research_rejected_sources": 11, - "research_insufficient_count": 0, - "research_survivors": 6, - "protocol_security_gate_blocked": 0, - "protocol_security_gate_passed": 6, - "token_red_team_failures": { - "SPECULATION_DEPENDENT": 6, - "SLASHING_NOT_OBJECTIVE": 2, - "REVENUE_CLAIM_LANGUAGE": 4, - "BUYBACK_DEPENDENCY": 4, - "YIELD_DEPENDENCY": 4, - "SLASHING_DEPENDS_ON_HUMAN_JUDGMENT": 1 - }, - "token_red_team_count": 6, - "sol_token_red_team_requests": 6, - "top5_deep_research_count": 5, - "top5_research_coverage_before": { - "ace6f45b-84a9-4b91-9718-f2504c9da638": 0.12, - "0b8c4fa3-febf-4646-b750-eece96fd9379": 0.12, - "9bffcfb7-01b9-4cb8-85a4-09308417930f": 0.12, - "caacd3f6-10e6-412d-90f8-167557da235b": 0.12, - "acb07824-7217-4253-a1d7-1f5122c4fd9b": 0.19 - }, - "top5_research_coverage_after": { - "ace6f45b-84a9-4b91-9718-f2504c9da638": 0.19, - "0b8c4fa3-febf-4646-b750-eece96fd9379": 0.19, - "9bffcfb7-01b9-4cb8-85a4-09308417930f": 0.19, - "caacd3f6-10e6-412d-90f8-167557da235b": 0.19, - "acb07824-7217-4253-a1d7-1f5122c4fd9b": 0.19 - }, - "crypto_ranked_count": 6, - "crypto_top_3_count": 0, - "autonomous_crypto_survivors": 0, - "assisted_high_potential": 0, - "finalists": 0, - "sol_final_ic_requests": 6, - "qwen_requests": 0, - "human_legal_gate_count": 6, - "legal_review_required": true - }, - "stop_conditions": { - "token_sale": false, - "nft_sale": false, - "founding_membership_sale": false, - "fundraising": false, - "mainnet_issuance": false, - "user_contact": false, - "real_spend": 0 } } diff --git a/docs/crypto_venture_cohort_v031_20260816.md b/docs/crypto_venture_cohort_v031_20260816.md index 9cfd34d..1a06586 100644 --- a/docs/crypto_venture_cohort_v031_20260816.md +++ b/docs/crypto_venture_cohort_v031_20260816.md @@ -1,12 +1,12 @@ -# CRYPTO VENTURE COHORT V0.3.1 +# CRYPTO VENTURE COHORT V0.3.1 CORRECTED Cohort ID: `CPV031-20260816215626-66d636b2` GraphRun: `10` Raw protocols generated: `20` Raw Sol theses: `20`. Onchain passed: `11`. Onchain rejected: `9`. Token design attempts: `11`. Token design skipped: `9`. -Token unnecessary: `5`. Token optional/routed SaaS: `0`. Token strongly justified: `1`. Token essential: `5`. Duplicates: `0`. -Crypto survivors: `6`. Autonomous crypto survivors: `0`. Assisted high-potential: `0`. Security-blocked: `0`. Finalists: `0`. +Token unnecessary: `5`. Token optional/routed SaaS: `6`. Token strongly justified: `0`. Token essential: `0`. Duplicates: `0`. +Crypto survivors: `0`. Autonomous crypto survivors: `0`. Assisted high-potential: `0`. Security-blocked: `0`. Finalists: `0`. Generation attempts: `20` ## Runtime @@ -42,11 +42,11 @@ Generation attempts: `20` "crypto_survivors_after_onchain": 11, "token_design_skipped_due_to_onchain_rejection": 9, "token_unnecessary_rejections": 5, - "token_optional_route_to_saas": 0, - "token_essential": 5, - "token_strongly_justified": 1, - "serious_crypto_survivors": 6, - "crypto_survivors": 6, + "token_optional_route_to_saas": 6, + "token_essential": 0, + "token_strongly_justified": 0, + "serious_crypto_survivors": 0, + "crypto_survivors": 0, "token_design_attempts": 11, "token_design_count_matches_onchain_passed": true, "sol_token_design_requests": 11, @@ -57,47 +57,42 @@ Generation attempts: `20` "regenerated_protocols": 0, "unfilled_slots_after_regeneration": 14, "regeneration_policy": "V0.3.1 uses total raw Sol generation budget; offchain or weak token ideas are not force-filled.", - "crypto_light_research_seconds": 21.77, - "crypto_light_research_sources": 55, - "crypto_light_research_rejected_sources": 11, + "crypto_light_research_seconds": 0.0, + "crypto_light_research_sources": 0, + "crypto_light_research_rejected_sources": 0, "research_insufficient_count": 0, - "research_survivors": 6, + "research_survivors": 0, "protocol_security_gate_blocked": 0, - "protocol_security_gate_passed": 6, + "protocol_security_gate_passed": 0, "token_red_team_failures": { - "SPECULATION_DEPENDENT": 6, - "SLASHING_NOT_OBJECTIVE": 2, - "REVENUE_CLAIM_LANGUAGE": 4, - "BUYBACK_DEPENDENCY": 4, - "YIELD_DEPENDENCY": 4, + "TOKEN_NOT_REQUIRED": 6, + "YIELD_DEPENDENCY": 1, "SLASHING_DEPENDS_ON_HUMAN_JUDGMENT": 1 }, "token_red_team_count": 6, - "sol_token_red_team_requests": 6, - "top5_deep_research_count": 5, - "top5_research_coverage_before": { - "ace6f45b-84a9-4b91-9718-f2504c9da638": 0.12, - "0b8c4fa3-febf-4646-b750-eece96fd9379": 0.12, - "9bffcfb7-01b9-4cb8-85a4-09308417930f": 0.12, - "caacd3f6-10e6-412d-90f8-167557da235b": 0.12, - "acb07824-7217-4253-a1d7-1f5122c4fd9b": 0.19 - }, - "top5_research_coverage_after": { - "ace6f45b-84a9-4b91-9718-f2504c9da638": 0.19, - "0b8c4fa3-febf-4646-b750-eece96fd9379": 0.19, - "9bffcfb7-01b9-4cb8-85a4-09308417930f": 0.19, - "caacd3f6-10e6-412d-90f8-167557da235b": 0.19, - "acb07824-7217-4253-a1d7-1f5122c4fd9b": 0.19 - }, - "crypto_ranked_count": 6, + "sol_token_red_team_requests": 0, + "top5_deep_research_count": 0, + "top5_research_coverage_before": {}, + "top5_research_coverage_after": {}, + "crypto_ranked_count": 0, "crypto_top_3_count": 0, "autonomous_crypto_survivors": 0, "assisted_high_potential": 0, "finalists": 0, "sol_final_ic_requests": 6, "qwen_requests": 0, - "human_legal_gate_count": 6, - "legal_review_required": true + "human_legal_gate_count": 0, + "legal_review_required": true, + "corrected_existing_six_researched": 6, + "corrected_existing_six_red_team": 6, + "corrected_existing_six_final_ic": 6, + "corrected_research_sources": 85, + "corrected_research_rejected_sources": 193, + "corrected_token_red_team_failures": { + "TOKEN_NOT_REQUIRED": 6, + "YIELD_DEPENDENCY": 1, + "SLASHING_DEPENDS_ON_HUMAN_JUDGMENT": 1 + } } ``` @@ -117,258 +112,24 @@ Generation attempts: `20` ## Ranking -### Rank 1: PatchBond Network - -Decision: `REJECT_SPECULATIVE`. Score: `74.9`. Token necessity: `TOKEN_STRONGLY_JUSTIFIED`. - -Product thesis: Enterprise customers increasingly require proof that vendors can remediate exploitable vulnerabilities quickly, but today they rely on questionnaires, vague SLAs, and private trust. PatchBond creates standardized security performance bonds tied to specific software products, vulnerability classes, severity levels, and remediation deadlines. Vendors pay to publish bonded commitments; independent assessors verify incidents and outcomes; buyers use the bond history as procurement evidence. - -Protocol thesis: A neutral network can standardize definitions, evidence rules, verification workflows, and payout conditions across many vendors and buyers, making security commitments comparable and reusable. - -Token thesis: PatchBond Protocol does not require a native token for its minimum viable economic design. The core system depends on enforceable bond collateral, verified attestations, claim settlement, assessor accountability, vendor performance records, and buyer/insurer data access. These functions are better served by stablecoins, fiat escrow, surety instruments, legal agreements, credentialed assessor registries, and slashing of denominated collateral. A native token would add volatility, regulatory risk, and incentive distortion unless it is strictly limited to a protocol-level security bond for participants without legal or contractual recourse. - -Pre-token business: Sell useful product/network access before native token issuance using fiat/stablecoin credits, paid beta, subscription, service credits, or legally reviewed membership. No native token required. - -Pre-token monetization: `STABLECOIN_USAGE_FEES`. Potential: `80.0`. Revenue ladder: {"1000": "Sell 10 x $100 paid beta/API-credit packages to Enterprise security, procurement, and third-party risk teams evaluating software vendors. for Enterprise customers increasingly require proof that vendors can remediate exploitable vulnerabilities quickly, but today they rely on questionnaires, vague SLAs, and private trust. PatchBond creates standardized securit; fulfill with hosted testnet/API access and automated reports.", "5000": "Sell 20 x $250 monthly usage-credit packages via Subscription and transaction fees paid in fiat by vendors, buyers, and insurers.; buyers get measurable protocol simulations, SDK/API access, and evidence dashboards before any token.", "10000": "Sell 20 x $500 subscription/service-credit plans; fulfillment is self-service onboarding, usage metering, testnet jobs, and downloadable verification evidence."} - -Token role decomposition: {"SECURITY_BOND": "STRONGLY_USEFUL", "SLASHABLE_COLLATERAL": "STRONGLY_USEFUL", "PROVIDER_ADMISSION": "USEFUL", "RESOURCE_ALLOCATION": "USEFUL", "MACHINE_ECONOMIC_IDENTITY": "OPTIONAL", "CONTRIBUTION_ACCOUNTING": "USEFUL", "SECURITY_BUDGET": "OPTIONAL", "PROTOCOL_FEE_ASSET": "UNNECESSARY", "PROVIDER_REWARD": "UNNECESSARY", "DEMAND_SIDE_PAYMENT": "UNNECESSARY", "GOVERNANCE": "UNNECESSARY", "ACCESS": "UNNECESSARY", "TREASURY": "OPTIONAL", "OTHER": "UNNECESSARY"} - -Stablecoin counterfactual: {"MODEL_A_native_payment_staking_governance": "baseline proposal", "MODEL_B_stablecoin_payment_native_bond": "preferred if payment utility is separable", "MODEL_C_stablecoin_payment_stablecoin_collateral": "valid if slashing/collateral does not need protocol-native exposure", "MODEL_D_onchain_no_proprietary_token": "valid if proprietary token adds no security/resource allocation advantage", "MODEL_E_centralized_saas_database": "routes to SaaS if verification/settlement/reputation do not degrade", "usdc_identical_payment_utility": true, "external_collateral_identical_security": false, "stable_collateral_identical_security": false} - -External collateral counterfactual: {} - -Native token removed outcome: Native token removal materially degrades security/reputation if required roles remain. - -Token demand loop: users consume service; users pay protocol fees; providers stake token; bad providers are slashed; usage-linked fees sustain rewards - -Value capture: Usage fees accrue to providers, security budget, and protocol treasury. - -Network effect: More users attract more providers, improving liquidity/reliability. - -Bootstrap plan: Start with one vertical where software supply chain risk is acute, such as healthcare SaaS. Recruit vendors that already have strong remediation practices and want sales differentiation. Run manual verification with a small assessor panel before automating intake and reporting. - -Autonomous operability: `53`. Autonomy class: `ASSISTED_CRYPTO`. Regulatory manageability: `72`. Security: `PASS_FOR_TESTNET_DESIGN`. Security risk score: `93`. - -Scores: {"TOKEN_NECESSITY": 76, "REAL_USAGE_DEMAND": 80, "ONCHAIN_NECESSITY": 78.0, "VALUE_ACCRUAL_QUALITY": 96, "NETWORK_EFFECT_POTENTIAL": 85, "TOKENOMICS_SUSTAINABILITY": 100, "BOOTSTRAPPABILITY": 55, "AUTONOMOUS_OPERABILITY": 53, "SECURITY_MODEL_QUALITY": 93, "REGULATORY_MANAGEABILITY": 72, "PRE_TOKEN_MONETIZATION_POTENTIAL": 80.0} - -Token Red Team flags: SPECULATION_DEPENDENT - -Validation experiment: Create a no-code registry with 10 hypothetical bond templates and sell paid pilot participation to SaaS vendors currently facing enterprise security reviews. Measure whether buyers accept PatchBond records as a substitute for custom remediation SLA negotiation. - -### Rank 2: Agent Passport Clearinghouse - -Decision: `REJECT_SPECULATIVE`. Score: `72.3`. Token necessity: `TOKEN_STRONGLY_JUSTIFIED`. - -Product thesis: As AI agents begin buying services, hiring other agents, opening accounts, and acting on behalf of humans or companies, counterparties need a shared way to know which agent they are dealing with, what authority it has, whether it pays, and whether prior counterparties had good outcomes. The product is a cross-platform economic identity layer for agents: verified agent profiles, delegated authority records, transaction references, dispute history, payment reputation, and revocable credentials. - -Protocol thesis: A neutral network can aggregate attestations from many competing venues without forcing any one marketplace, payment company, or model provider to control the identity graph. Participants benefit because shared trust data lowers fraud, onboarding cost, and duplicated compliance work. - -Token thesis: A native token is not required for the minimal protocol. The architecture's core value comes from verifiable identity, authority, attestations, reputation portability, settlement hooks, and dispute records. These functions can be performed with signed credentials, onchain registries, stablecoin or ETH escrow, application fees, and offchain commercial agreements. A native token would only become structurally justified if the protocol needs permissionless issuer/resolver/admission markets with slashable economic security that cannot be credibly supplied using external collateral. - -Pre-token business: Sell useful product/network access before native token issuance using fiat/stablecoin credits, paid beta, subscription, service credits, or legally reviewed membership. No native token required. - -Pre-token monetization: `STABLECOIN_USAGE_FEES`. Potential: `80.0`. Revenue ladder: {"1000": "Sell 10 x $100 paid beta/API-credit packages to Companies deploying autonomous agents that transact with external vendors, marketplaces, APIs, financial services, and other agents. for As AI agents begin buying services, hiring other agents, opening accounts, and acting on behalf of humans or companies, counterparties need a shared way to know which agent they are dealing with, what authority it has, w; fulfill with hosted testnet/API access and automated reports.", "5000": "Sell 20 x $250 monthly usage-credit packages via Monthly SaaS subscription plus usage-based API pricing.; buyers get measurable protocol simulations, SDK/API access, and evidence dashboards before any token.", "10000": "Sell 20 x $500 subscription/service-credit plans; fulfillment is self-service onboarding, usage metering, testnet jobs, and downloadable verification evidence."} - -Token role decomposition: {"SECURITY_BOND": "STRONGLY_USEFUL", "SLASHABLE_COLLATERAL": "STRONGLY_USEFUL", "PROVIDER_ADMISSION": "USEFUL", "RESOURCE_ALLOCATION": "OPTIONAL", "MACHINE_ECONOMIC_IDENTITY": "USEFUL", "CONTRIBUTION_ACCOUNTING": "OPTIONAL", "SECURITY_BUDGET": "OPTIONAL", "PROTOCOL_FEE_ASSET": "UNNECESSARY", "PROVIDER_REWARD": "UNNECESSARY", "DEMAND_SIDE_PAYMENT": "UNNECESSARY", "GOVERNANCE": "UNNECESSARY", "ACCESS": "UNNECESSARY", "TREASURY": "UNNECESSARY", "OTHER": "UNNECESSARY"} - -Stablecoin counterfactual: {"MODEL_A_native_payment_staking_governance": "baseline proposal", "MODEL_B_stablecoin_payment_native_bond": "preferred if payment utility is separable", "MODEL_C_stablecoin_payment_stablecoin_collateral": "valid if slashing/collateral does not need protocol-native exposure", "MODEL_D_onchain_no_proprietary_token": "valid if proprietary token adds no security/resource allocation advantage", "MODEL_E_centralized_saas_database": "routes to SaaS if verification/settlement/reputation do not degrade", "usdc_identical_payment_utility": true, "external_collateral_identical_security": false, "stable_collateral_identical_security": false} - -External collateral counterfactual: {} - -Native token removed outcome: Native token removal materially degrades security/reputation if required roles remain. - -Token demand loop: {'loop': 'Permissionless trust provider loop', 'description': 'More counterparties rely on attestations and dispute outcomes, which increases the value of honest issuers and resolvers. If those providers must post slashable collateral, demand for the collateral asset rises with protocol trust volume.', 'requires_native_token': False, 'preferred_asset': 'stablecoin, ETH, or other high-liquidity collateral'}; {'loop': 'Agent bond loop', 'description': 'Higher-risk or higher-volume agents may need larger bonds to receive better limits, acceptance, or pricing. Bond demand grows with transaction volume and counterparty risk tolerance.', 'requires_native_token': False, 'preferred_asset': 'stablecoin or escrowed settlement asset'}; {'loop': 'Resolver accountability loop', 'description': 'Dispute resolvers that handle more value may need larger slashing bonds. Incorrect, biased, or fraudulent outcomes can be penalized, improving confidence in dispute attestations.', 'requires_native_token': False, 'preferred_asset': 'stablecoin, ETH, or insurance-backed collateral'} - -Value capture: Usage fees accrue to providers, security budget, and protocol treasury. - -Network effect: More users attract more providers, improving liquidity/reliability. - -Bootstrap plan: Start with a narrow wedge: verified economic identity for agents transacting in one high-value category such as API resale, freelance agent services, or automated procurement. Manually onboard early issuers and counterparties, build trust records from real transactions, then expose APIs once repeated verification requests emerge. - -Autonomous operability: `64`. Autonomy class: `ASSISTED_CRYPTO`. Regulatory manageability: `72`. Security: `PASS_FOR_TESTNET_DESIGN`. Security risk score: `85`. - -Scores: {"TOKEN_NECESSITY": 84, "REAL_USAGE_DEMAND": 80, "ONCHAIN_NECESSITY": 82.0, "VALUE_ACCRUAL_QUALITY": 96, "NETWORK_EFFECT_POTENTIAL": 85, "TOKENOMICS_SUSTAINABILITY": 100, "BOOTSTRAPPABILITY": 55, "AUTONOMOUS_OPERABILITY": 64, "SECURITY_MODEL_QUALITY": 85, "REGULATORY_MANAGEABILITY": 72, "PRE_TOKEN_MONETIZATION_POTENTIAL": 80.0} - -Token Red Team flags: SPECULATION_DEPENDENT; SLASHING_NOT_OBJECTIVE - -Validation experiment: Partner with one agent marketplace or API platform and manually verify 50 agents. Measure whether verified passports increase counterparty acceptance, reduce onboarding time, reduce fraud incidents, or improve payment completion versus unverified agents. - -### Rank 3: Compute Clearance Network - -Decision: `REJECT_SPECULATIVE`. Score: `63.7`. Token necessity: `TOKEN_ESSENTIAL`. - -Product thesis: As more infrastructure becomes autonomous, buyers will need capacity that is not just available, but provably reachable, correctly configured, and able to meet latency, uptime, location, and security constraints. Compute Clearance Network would act as a neutral coordination layer where independent operators list machine capacity, automated buyers express service requirements, and the network matches, monitors, and settles usage based on observed performance. - -Protocol thesis: A neutral network can standardize supply descriptions, independent monitoring, reputation, workload placement, failover routing, and commercial settlement without forcing all participants into one cloud, one hardware vendor, or one application stack. - -Token thesis: A native token is minimally justified only if it is the protocol's slashable economic security asset for provider, verifier, solver, and machine-agent accountability. It should not be required as the primary payment asset, governance token, access credential, or generic reward asset. The strongest use is staking/bonding against objectively verifiable service commitments, capacity claims, verifier accuracy, and failover obligations where the protocol needs a common collateral unit that can be escrowed, slashed, and reputation-linked across heterogeneous providers and jurisdictions. - -Pre-token business: Sell useful product/network access before native token issuance using fiat/stablecoin credits, paid beta, subscription, service credits, or legally reviewed membership. No native token required. - -Pre-token monetization: `STABLECOIN_USAGE_FEES`. Potential: `80.0`. Revenue ladder: {"1000": "Sell 10 x $100 paid beta/API-credit packages to Infrastructure teams, robotics operators, edge AI companies, autonomous vehicle fleets, industrial automation providers, and machine agents that need reliable distributed compute o for As more infrastructure becomes autonomous, buyers will need capacity that is not just available, but provably reachable, correctly configured, and able to meet latency, uptime, location, and security constraints. Compute; fulfill with hosted testnet/API access and automated reports.", "5000": "Sell 20 x $250 monthly usage-credit packages via Fiat subscription, card, ACH, wire transfer, and usage-based invoicing.; buyers get measurable protocol simulations, SDK/API access, and evidence dashboards before any token.", "10000": "Sell 20 x $500 subscription/service-credit plans; fulfillment is self-service onboarding, usage metering, testnet jobs, and downloadable verification evidence."} - -Token role decomposition: {"SECURITY_BOND": "REQUIRED", "SLASHABLE_COLLATERAL": "REQUIRED", "PROVIDER_ADMISSION": "STRONGLY_USEFUL", "RESOURCE_ALLOCATION": "STRONGLY_USEFUL", "MACHINE_ECONOMIC_IDENTITY": "STRONGLY_USEFUL", "CONTRIBUTION_ACCOUNTING": "USEFUL", "SECURITY_BUDGET": "STRONGLY_USEFUL", "PROTOCOL_FEE_ASSET": "OPTIONAL", "PROVIDER_REWARD": "OPTIONAL", "DEMAND_SIDE_PAYMENT": "UNNECESSARY", "GOVERNANCE": "OPTIONAL", "ACCESS": "UNNECESSARY", "TREASURY": "OPTIONAL", "OTHER": "USEFUL"} - -Stablecoin counterfactual: {"MODEL_A_native_payment_staking_governance": "baseline proposal", "MODEL_B_stablecoin_payment_native_bond": "preferred if payment utility is separable", "MODEL_C_stablecoin_payment_stablecoin_collateral": "valid if slashing/collateral does not need protocol-native exposure", "MODEL_D_onchain_no_proprietary_token": "valid if proprietary token adds no security/resource allocation advantage", "MODEL_E_centralized_saas_database": "routes to SaaS if verification/settlement/reputation do not degrade", "usdc_identical_payment_utility": true, "external_collateral_identical_security": false, "stable_collateral_identical_security": false} - -External collateral counterfactual: {} - -Native token removed outcome: Native token removal materially degrades security/reputation if required roles remain. - -Token demand loop: {'loop': 'More buyer demand creates more active service commitments; more commitments require larger provider bonds; larger bonded demand creates structural token lockup proportional to economic risk.'}; {'loop': 'Higher-value workloads require stronger verification; verifier and monitor roles must post accuracy bonds; verifier bond demand rises with settlement volume and dispute value.'}; {'loop': 'Providers with better reputation can win more demand but must maintain sufficient bonded collateral; reputation and earning capacity become linked to continued token staking.'}; {'loop': 'Solvers routing larger or more complex commitments post bonds against manipulation, failed routing, or invalid reservation proposals; solver bond demand grows with routing volume.'}; {'loop': 'Slashing events recapitalize insurance, verifier rewards, or buyer compensation pools, increasing trust in the network and allowing higher-value demand to enter.'}; {'loop': 'As autonomous machine agents use the protocol, bonded machine identities accumulate reputation, increasing switching costs and making the token a persistent accountability layer.'} - -Value capture: Usage fees accrue to providers, security budget, and protocol treasury. - -Network effect: More users attract more providers, improving liquidity/reliability. - -Bootstrap plan: Start with one narrow wedge: regional GPU and edge CPU capacity for latency-sensitive inference failover. Recruit operators with underutilized hardware, validate their capacity through active probes, and sell redundancy packages to AI application teams already worried about cloud outages or regional latency. - -Autonomous operability: `52`. Autonomy class: `ASSISTED_CRYPTO`. Regulatory manageability: `72`. Security: `PASS_FOR_TESTNET_DESIGN`. Security risk score: `85`. - -Scores: {"TOKEN_NECESSITY": 100, "REAL_USAGE_DEMAND": 80, "ONCHAIN_NECESSITY": 72.0, "VALUE_ACCRUAL_QUALITY": 96, "NETWORK_EFFECT_POTENTIAL": 85, "TOKENOMICS_SUSTAINABILITY": 100, "BOOTSTRAPPABILITY": 55, "AUTONOMOUS_OPERABILITY": 52, "SECURITY_MODEL_QUALITY": 85, "REGULATORY_MANAGEABILITY": 72, "PRE_TOKEN_MONETIZATION_POTENTIAL": 80.0} - -Token Red Team flags: SPECULATION_DEPENDENT; REVENUE_CLAIM_LANGUAGE; BUYBACK_DEPENDENCY; YIELD_DEPENDENCY - -Validation experiment: Within 30 days, onboard at least 3 independent providers in different regions, run synthetic workloads every hour, sell one paid failover pilot to an inference customer, and prove that the network can route traffic away from a degraded provider within a defined recovery window. - -### Rank 4: ProofGrid Compute Attestation Network - -Decision: `REJECT_SPECULATIVE`. Score: `62.9`. Token necessity: `TOKEN_ESSENTIAL`. - -Product thesis: As AI teams increasingly use fragmented third-party GPU capacity, they need a way to trust that contributed compute was actually performed on the claimed hardware, produced reproducible outputs, and met job-level quality requirements. ProofGrid provides job orchestration, hardware attestation, benchmarked performance records, reproducibility checks, and payment settlement for independent compute contributors. - -Protocol thesis: A neutral network can standardize hardware proofs, job attestations, benchmark records, dispute evidence, and provider reputation across many marketplaces instead of locking trust data inside one compute platform. - -Token thesis: A native token is not strictly required for ProofGrid's core marketplace, payment, governance, rewards, or access functions. The minimum defensible native-token role exists only if ProofGrid needs a shared, slashable security bond that creates machine-level economic accountability across marketplaces, providers, verifiers, and dispute domains. The token should not be the default payment asset or governance asset. Its strongest possible function is protocol-native collateral for fraud deterrence, verifier accountability, provider admission, and portable economic identity. - -Pre-token business: Sell useful product/network access before native token issuance using fiat/stablecoin credits, paid beta, subscription, service credits, or legally reviewed membership. No native token required. - -Pre-token monetization: `STABLECOIN_USAGE_FEES`. Potential: `65.0`. Revenue ladder: {"1000": "Sell 10 x $100 paid beta/API-credit packages to AI labs, inference platforms, synthetic data companies, rendering pipelines, and research teams that need burst GPU capacity but cannot rely solely on hyperscalers or opaque spot m for As AI teams increasingly use fragmented third-party GPU capacity, they need a way to trust that contributed compute was actually performed on the claimed hardware, produced reproducible outputs, and met job-level quality; fulfill with hosted testnet/API access and automated reports.", "5000": "Sell 20 x $250 monthly usage-credit packages via Fiat payments by invoice, ACH, wire, or credit card; supplier payouts through standard fiat payment rails.; buyers get measurable protocol simulations, SDK/API access, and evidence dashboards before any token.", "10000": "Sell 20 x $500 subscription/service-credit plans; fulfillment is self-service onboarding, usage metering, testnet jobs, and downloadable verification evidence."} - -Token role decomposition: {"SECURITY_BOND": "STRONGLY_USEFUL", "SLASHABLE_COLLATERAL": "REQUIRED", "PROVIDER_ADMISSION": "STRONGLY_USEFUL", "RESOURCE_ALLOCATION": "USEFUL", "MACHINE_ECONOMIC_IDENTITY": "STRONGLY_USEFUL", "CONTRIBUTION_ACCOUNTING": "USEFUL", "SECURITY_BUDGET": "USEFUL", "PROTOCOL_FEE_ASSET": "UNNECESSARY", "PROVIDER_REWARD": "OPTIONAL", "DEMAND_SIDE_PAYMENT": "UNNECESSARY", "GOVERNANCE": "OPTIONAL", "ACCESS": "UNNECESSARY", "TREASURY": "OPTIONAL", "OTHER": "UNNECESSARY"} - -Stablecoin counterfactual: {"MODEL_A_native_payment_staking_governance": "baseline proposal", "MODEL_B_stablecoin_payment_native_bond": "preferred if payment utility is separable", "MODEL_C_stablecoin_payment_stablecoin_collateral": "valid if slashing/collateral does not need protocol-native exposure", "MODEL_D_onchain_no_proprietary_token": "valid if proprietary token adds no security/resource allocation advantage", "MODEL_E_centralized_saas_database": "routes to SaaS if verification/settlement/reputation do not degrade", "usdc_identical_payment_utility": true, "external_collateral_identical_security": false, "stable_collateral_identical_security": false} - -External collateral counterfactual: {} - -Native token removed outcome: Native token removal materially degrades security/reputation if required roles remain. - -Token demand loop: {'loop': 'Provider bond demand', 'steps': ['Providers need bonded status to access higher-value jobs.', 'Higher bonded capacity enables larger job limits and better routing eligibility.', 'Fraud or SLA failure can slash bonded collateral.', 'Reliable providers retain bonds and earn more compute revenue.']}; {'loop': 'Verifier bond demand', 'steps': ['Verifiers bond before issuing attestations that affect settlement.', 'Accurate attestations earn fees.', 'False, lazy, or collusive attestations are slashable.', 'High-quality verifiers gain higher assignment probability.']}; {'loop': 'Machine identity demand', 'steps': ['Hardware profiles become economically meaningful only when backed by slashable stake.', 'More valuable machines or clusters require larger bonds.', 'Reputation and bond history travel across marketplaces.', 'Buyers trust portable bonded records more than isolated marketplace ratings.']}; {'loop': 'Risk-tier demand', 'steps': ['Sensitive, expensive, or hard-to-reproduce workloads require stronger collateral.', 'Providers increase bonded exposure to qualify for premium work.', 'Premium jobs produce higher provider revenue and protocol fees.', 'The network security budget increases with verified compute demand.']} - -Value capture: Usage fees accrue to providers, security budget, and protocol treasury. - -Network effect: More users attract more providers, improving liquidity/reliability. - -Bootstrap plan: Start with one narrow workload category such as batch LLM inference or synthetic data generation. Recruit 5 to 10 GPU suppliers with known hardware. Build a lightweight attestation and benchmark agent. Run paid pilots with 2 to 3 AI startups. Publish reliability and cost comparisons against cloud spot pricing. - -Autonomous operability: `52`. Autonomy class: `ASSISTED_CRYPTO`. Regulatory manageability: `72`. Security: `PASS_FOR_TESTNET_DESIGN`. Security risk score: `85`. - -Scores: {"TOKEN_NECESSITY": 100, "REAL_USAGE_DEMAND": 80, "ONCHAIN_NECESSITY": 78.0, "VALUE_ACCRUAL_QUALITY": 96, "NETWORK_EFFECT_POTENTIAL": 85, "TOKENOMICS_SUSTAINABILITY": 100, "BOOTSTRAPPABILITY": 55, "AUTONOMOUS_OPERABILITY": 52, "SECURITY_MODEL_QUALITY": 85, "REGULATORY_MANAGEABILITY": 72, "PRE_TOKEN_MONETIZATION_POTENTIAL": 65.0} - -Token Red Team flags: SPECULATION_DEPENDENT; REVENUE_CLAIM_LANGUAGE; BUYBACK_DEPENDENCY; YIELD_DEPENDENCY - -Validation experiment: Within 30 days, onboard at least 20 GPUs from 3 independent suppliers, route 10,000 real inference jobs from one paying customer, verify hardware claims and output reproducibility on sampled jobs, and demonstrate at least 20% cost savings versus the customer’s baseline cloud option. - -### Rank 5: ProofBond - -Decision: `REJECT_SPECULATIVE`. Score: `60.5`. Token necessity: `TOKEN_ESSENTIAL`. - -Product thesis: As AI agents, robots, inference endpoints, and automated services transact with limited human supervision, buyers need a way to know which machines can be trusted before assigning work. ProofBond creates a shared reputation layer where machine operators attach economic guarantees to specific capabilities, independent verifiers measure performance, and counterparties can route work based on bonded track records rather than platform-owned reviews. - -Protocol thesis: A neutral network can aggregate machine performance across many customers without being controlled by any one marketplace, making reputation portable, harder to manipulate, and more valuable to both buyers and operators. - -Token thesis: A native token is justified only if ProofBond needs a protocol-native, slashable assurance asset that binds machine identities, capability claims, verifier behavior, and settlement security across otherwise fragmented marketplaces. The strongest utility is not payment, governance, access, or rewards. It is a common cryptoeconomic security primitive: stake that can be locked, risk-weighted, slashed, routed, and reputation-linked across machine claims and verifier attestations. If ProofBond can use stablecoins or external collateral for all bonds without weakening security, then a native token is unnecessary. - -Pre-token business: Sell useful product/network access before native token issuance using fiat/stablecoin credits, paid beta, subscription, service credits, or legally reviewed membership. No native token required. - -Pre-token monetization: `STABLECOIN_USAGE_FEES`. Potential: `80.0`. Revenue ladder: {"1000": "Sell 10 x $100 paid beta/API-credit packages to Businesses that procure work from autonomous machines or AI agents and need measurable assurance before delegating valuable tasks. for As AI agents, robots, inference endpoints, and automated services transact with limited human supervision, buyers need a way to know which machines can be trusted before assigning work. ProofBond creates a shared reputat; fulfill with hosted testnet/API access and automated reports.", "5000": "Sell 20 x $250 monthly usage-credit packages via Fiat subscription, card, ACH, wire transfer, and usage-based API billing.; buyers get measurable protocol simulations, SDK/API access, and evidence dashboards before any token.", "10000": "Sell 20 x $500 subscription/service-credit plans; fulfillment is self-service onboarding, usage metering, testnet jobs, and downloadable verification evidence."} - -Token role decomposition: {"SECURITY_BOND": "REQUIRED", "SLASHABLE_COLLATERAL": "REQUIRED", "PROVIDER_ADMISSION": "STRONGLY_USEFUL", "RESOURCE_ALLOCATION": "STRONGLY_USEFUL", "MACHINE_ECONOMIC_IDENTITY": "REQUIRED", "CONTRIBUTION_ACCOUNTING": "USEFUL", "SECURITY_BUDGET": "STRONGLY_USEFUL", "PROTOCOL_FEE_ASSET": "OPTIONAL", "PROVIDER_REWARD": "OPTIONAL", "DEMAND_SIDE_PAYMENT": "UNNECESSARY", "GOVERNANCE": "OPTIONAL", "ACCESS": "UNNECESSARY", "TREASURY": "OPTIONAL", "OTHER": "USEFUL"} - -Stablecoin counterfactual: {"MODEL_A_native_payment_staking_governance": "baseline proposal", "MODEL_B_stablecoin_payment_native_bond": "preferred if payment utility is separable", "MODEL_C_stablecoin_payment_stablecoin_collateral": "valid if slashing/collateral does not need protocol-native exposure", "MODEL_D_onchain_no_proprietary_token": "valid if proprietary token adds no security/resource allocation advantage", "MODEL_E_centralized_saas_database": "routes to SaaS if verification/settlement/reputation do not degrade", "usdc_identical_payment_utility": true, "external_collateral_identical_security": false, "stable_collateral_identical_security": false} - -External collateral counterfactual: {} - -Native token removed outcome: Native token removal materially degrades security/reputation if required roles remain. - -Token demand loop: Machine operators need token to bond capability claims and qualify for higher-value buyer routing.; Higher-value tasks require larger or higher-quality bonds, increasing demand for locked token.; Verifiers and dispute reviewers stake token to gain assignment rights and credibility.; Fraud, bad attestations, or failed bonded claims cause slashing, making reputation costly to fake.; Reliable machines accumulate stronger reputation, receive more demand, and justify larger active bonds.; Protocol fees from bond origination, settlement, verification, API access, and disputes can support the security budget.; As more buyers rely on ProofBond reputation, operators and verifiers need more bonded economic identity, increasing token lock demand. - -Value capture: Usage fees accrue to providers, security budget, and protocol treasury. - -Network effect: More users attract more providers, improving liquidity/reliability. - -Bootstrap plan: Start with one narrow category such as AI compliance review agents. Recruit 20 operators, manually verify their claims, sell access to 5 buyer design partners, and publish a lightweight reputation API that procurement and workflow platforms can integrate. - -Autonomous operability: `54`. Autonomy class: `ASSISTED_CRYPTO`. Regulatory manageability: `72`. Security: `PASS_FOR_TESTNET_DESIGN`. Security risk score: `85`. - -Scores: {"TOKEN_NECESSITY": 100, "REAL_USAGE_DEMAND": 80, "ONCHAIN_NECESSITY": 78.0, "VALUE_ACCRUAL_QUALITY": 96, "NETWORK_EFFECT_POTENTIAL": 85, "TOKENOMICS_SUSTAINABILITY": 100, "BOOTSTRAPPABILITY": 55, "AUTONOMOUS_OPERABILITY": 54, "SECURITY_MODEL_QUALITY": 85, "REGULATORY_MANAGEABILITY": 72, "PRE_TOKEN_MONETIZATION_POTENTIAL": 80.0} - -Token Red Team flags: SPECULATION_DEPENDENT; REVENUE_CLAIM_LANGUAGE; BUYBACK_DEPENDENCY; YIELD_DEPENDENCY; SLASHING_NOT_OBJECTIVE - -Validation experiment: Run a 30-day pilot where buyers compare vendor selection using ProofBond profiles against their normal diligence process. Measure reduction in evaluation time, buyer willingness to pay, operator willingness to post commercial guarantees, and whether verified profiles increase conversion rates. - -### Rank 6: ProofGrid Compute Escrow - -Decision: `REJECT_SPECULATIVE`. Score: `58.6`. Token necessity: `TOKEN_ESSENTIAL`. - -Product thesis: Decentralized AI compute markets fail when buyers cannot verify whether a remote GPU provider actually ran the requested workload correctly, completely, and privately. ProofGrid provides a pre-token SaaS and coordination layer that standardizes job packaging, execution attestations, redundancy checks, output verification, escrow release, and supplier reputation across independent GPU hosts. - -Protocol thesis: A neutral network can let multiple marketplaces, GPU hosts, and buyers use the same verification, escrow, and reputation layer without forcing all liquidity into one vertically integrated compute marketplace. - -Token thesis: ProofGrid does not structurally require a native token for payments, escrow, rewards, governance, or access. Stablecoins can handle buyer payments, supplier payouts, verifier fees, dispute fees, and collateral. A native token is only justified if the protocol needs a shared slashable security asset that binds suppliers, verifiers, reviewers, and machine identities to long-lived economic accountability across marketplaces. The minimum defensible token role is therefore not money, governance, or fee capture, but a protocol-wide security bond used for admission, slashing, reputation weighting, and security-budget formation. - -Pre-token business: Sell useful product/network access before native token issuance using fiat/stablecoin credits, paid beta, subscription, service credits, or legally reviewed membership. No native token required. - -Pre-token monetization: `STABLECOIN_USAGE_FEES`. Potential: `80.0`. Revenue ladder: {"1000": "Sell 10 x $100 paid beta/API-credit packages to AI teams, model-serving startups, research labs, and inference platforms buying burst or spot GPU capacity outside hyperscalers. for Decentralized AI compute markets fail when buyers cannot verify whether a remote GPU provider actually ran the requested workload correctly, completely, and privately. ProofGrid provides a pre-token SaaS and coordination; fulfill with hosted testnet/API access and automated reports.", "5000": "Sell 20 x $250 monthly usage-credit packages via Fiat invoices, credit card, ACH, wire transfer, and stablecoin payment rails where legally supported.; buyers get measurable protocol simulations, SDK/API access, and evidence dashboards before any token.", "10000": "Sell 20 x $500 subscription/service-credit plans; fulfillment is self-service onboarding, usage metering, testnet jobs, and downloadable verification evidence."} - -Token role decomposition: {"SECURITY_BOND": "STRONGLY_USEFUL", "SLASHABLE_COLLATERAL": "STRONGLY_USEFUL", "PROVIDER_ADMISSION": "USEFUL", "RESOURCE_ALLOCATION": "OPTIONAL", "MACHINE_ECONOMIC_IDENTITY": "USEFUL", "CONTRIBUTION_ACCOUNTING": "USEFUL", "SECURITY_BUDGET": "STRONGLY_USEFUL", "PROTOCOL_FEE_ASSET": "UNNECESSARY", "PROVIDER_REWARD": "UNNECESSARY", "DEMAND_SIDE_PAYMENT": "UNNECESSARY", "GOVERNANCE": "OPTIONAL", "ACCESS": "UNNECESSARY", "TREASURY": "OPTIONAL", "OTHER": "UNNECESSARY"} - -Stablecoin counterfactual: {"MODEL_A_native_payment_staking_governance": "baseline proposal", "MODEL_B_stablecoin_payment_native_bond": "preferred if payment utility is separable", "MODEL_C_stablecoin_payment_stablecoin_collateral": "valid if slashing/collateral does not need protocol-native exposure", "MODEL_D_onchain_no_proprietary_token": "valid if proprietary token adds no security/resource allocation advantage", "MODEL_E_centralized_saas_database": "routes to SaaS if verification/settlement/reputation do not degrade", "usdc_identical_payment_utility": true, "external_collateral_identical_security": false, "stable_collateral_identical_security": false} - -External collateral counterfactual: {} - -Native token removed outcome: Native token removal materially degrades security/reputation if required roles remain. - -Token demand loop: {'loop': 'bonded trust loop', 'steps': ['suppliers bond token to access higher-value jobs', 'bonded suppliers build portable reputation through successful settlements', 'higher reputation reduces verification burden and increases routing priority', 'more job flow increases the value of maintaining bonded status', 'fraud or non-performance burns reputation and can slash bonded token']}; {'loop': 'verification security loop', 'steps': ['verifiers bond token to receive verification assignments', 'accurate verification earns stablecoin fees and reputation', 'incorrect or malicious verification risks slashing', 'higher verifier reliability allows the protocol to secure larger escrow volumes', 'larger escrow volume increases demand for credible bonded verifier capacity']}; {'loop': 'machine identity loop', 'steps': ['hardware identities are linked to bonded supplier accounts', 'machines accumulate reliability history', 'abandoning or replacing a poor identity becomes economically costly', 'buyers and orchestrators route more work to machines with credible bonded histories']}; {'loop': 'security budget loop', 'steps': ['slashing and optional protocol fees fund verification, audits, and dispute infrastructure', 'better security reduces buyer loss from failed or fraudulent jobs', 'higher buyer confidence increases escrow volume', 'higher escrow volume increases demand for bonded suppliers and verifiers']} - -Value capture: Usage fees accrue to providers, security budget, and protocol treasury. - -Network effect: More users attract more providers, improving liquidity/reliability. - -Bootstrap plan: Start with batch inference and evaluation workloads where deterministic or statistically verifiable outputs are practical. Partner with 3 to 5 GPU suppliers and 5 AI teams that already buy off-cloud compute. Build a lightweight SDK, escrow dashboard, supplier onboarding flow, and verification policy engine. Use manual dispute review initially while automating the highest-frequency checks. - -Autonomous operability: `42`. Autonomy class: `ASSISTED_CRYPTO`. Regulatory manageability: `72`. Security: `PASS_FOR_TESTNET_DESIGN`. Security risk score: `85`. - -Scores: {"TOKEN_NECESSITY": 88, "REAL_USAGE_DEMAND": 80, "ONCHAIN_NECESSITY": 82.0, "VALUE_ACCRUAL_QUALITY": 96, "NETWORK_EFFECT_POTENTIAL": 85, "TOKENOMICS_SUSTAINABILITY": 100, "BOOTSTRAPPABILITY": 55, "AUTONOMOUS_OPERABILITY": 42, "SECURITY_MODEL_QUALITY": 85, "REGULATORY_MANAGEABILITY": 72, "PRE_TOKEN_MONETIZATION_POTENTIAL": 80.0} - -Token Red Team flags: SPECULATION_DEPENDENT; REVENUE_CLAIM_LANGUAGE; BUYBACK_DEPENDENCY; YIELD_DEPENDENCY; SLASHING_DEPENDS_ON_HUMAN_JUDGMENT - -Validation experiment: Run 100 paid jobs across at least 5 independent GPU suppliers, intentionally inject supplier failures or degraded execution in a controlled subset, and measure whether the system detects failures, prevents incorrect payment release, and gives buyers enough confidence to route repeat spend through the platform. - ## Top 3 Fewer than 3 qualified; weak token ideas were not promoted. ## Routed To SaaS -- MachineProof Exchange: `None` - Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product. -- AgentTenderNet: `None` - Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product. -- PatchBourse: `None` - Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product. -- ProofLedger: `None` - Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product. -- CivicSignal Data Cooperative: `None` - Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product. -- ModelPatch Commons: `None` - Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product. -- GridForge Flex Market: `None` - Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product. -- BurstCache Exchange: `None` - Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product. -- CareRoute Neutral Coordination Network: `None` - Failed onchain/token counterfactual but may be valuable as pre-token/SaaS product. +- Agent Passport Clearinghouse: `TOKEN_OPTIONAL` + Corrected rejudge found native token utility insufficient after removing injected/speculative language. +- PatchBond Network: `TOKEN_OPTIONAL` + Corrected rejudge found native token utility insufficient after removing injected/speculative language. +- ProofGrid Compute Attestation Network: `TOKEN_OPTIONAL` + Corrected rejudge found native token utility insufficient after removing injected/speculative language. +- ProofBond: `TOKEN_OPTIONAL` + Corrected rejudge found native token utility insufficient after removing injected/speculative language. +- Compute Clearance Network: `TOKEN_OPTIONAL` + Corrected rejudge found native token utility insufficient after removing injected/speculative language. +- ProofGrid Compute Escrow: `TOKEN_OPTIONAL` + Corrected rejudge found native token utility insufficient after removing injected/speculative language. ## V0.2 Comparison @@ -389,33 +150,13 @@ Fewer than 3 qualified; weak token ideas were not promoted. "crypto_survivors": 0, "finalists": 0 }, - "v031": { + "v031_corrected": { "raw": 20, "onchain_passed": 11, "onchain_rejected": 9, - "token_strongly_justified": 1, - "token_essential": 5, - "crypto_survivors": 6, - "autonomous_survivors": 0, - "assisted_high_potential": 0, - "finalists": 0, - "average_research_quality": 0.18, - "idea_diversity": { - "protocol_category_distribution": { - "PatchBond": 1, - "Agent": 1, - "Compute": 1, - "ProofGrid": 2, - "ProofBond": 1 - }, - "token_utility_distribution": { - "token utility not proven": 1, - "decentralized marketplace coordination": 4, - "proof/attestation markets": 2, - "protocol fee settlement": 1 - }, - "saturation_flags": [] - } + "token_optional": 6, + "crypto_survivors": 0, + "finalists": 0 } } ``` @@ -423,114 +164,24 @@ Fewer than 3 qualified; weak token ideas were not promoted. ## Token Red Team Failures { - "SPECULATION_DEPENDENT": 6, - "SLASHING_NOT_OBJECTIVE": 2, - "REVENUE_CLAIM_LANGUAGE": 4, - "BUYBACK_DEPENDENCY": 4, - "YIELD_DEPENDENCY": 4, + "TOKEN_NOT_REQUIRED": 6, + "YIELD_DEPENDENCY": 1, "SLASHING_DEPENDS_ON_HUMAN_JUDGMENT": 1 } ## Research Health { - "search_engines": { - "RATE_LIMITED": 30, - "ACCESS_DENIED": 18, - "CAPTCHA": 30, - "TIMEOUT": 5, - "PROTOCOL_ERROR": 2 - }, - "sources_accepted": 71, - "sources_rejected": 5, - "primary_sources_accepted": 55, - "queries_avoided_due_to_circuit_breaker": 150, - "average_coverage": 0.18, - "healthy": 0, - "rate_limited": 30, - "captcha": 30, - "denied": 18, - "timed_out": 5 + "sources_accepted": 85, + "sources_rejected": 193 } ## Token Utility Distribution -{ - "token utility not proven": 1, - "decentralized marketplace coordination": 4, - "proof/attestation markets": 2, - "protocol fee settlement": 1 -} +{} ## Capability Gaps -[ - { - "capability": "Guard model", - "count": 6, - "status": "AVAILABLE", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "protocol threat modelling", - "count": 6, - "status": "AVAILABLE", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "Solidity implementation", - "count": 6, - "status": "AVAILABLE", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "token simulation harness", - "count": 6, - "status": "AVAILABLE", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "crypto research workflow", - "count": 6, - "status": "PARTIAL", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "testnet deployment", - "count": 6, - "status": "PARTIAL", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "wallet auth", - "count": 6, - "status": "MISSING", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "key management", - "count": 6, - "status": "MISSING", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "contract deployment pipeline", - "count": 6, - "status": "MISSING", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "oracle/provider monitoring", - "count": 6, - "status": "MISSING", - "earliest_stage": "BEFORE_VALIDATION" - }, - { - "capability": "legal review workflow", - "count": 6, - "status": "MISSING", - "earliest_stage": "BEFORE_VALIDATION" - } -] +[] Stop condition: no token sale, no NFT sale, no Founding Membership sale, no fundraising, no mainnet issuance, no investor/user contact, no liquidity pool, no market making, no real spend.