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Artifex/docs/crypto_venture_cohort_v02_20260816.json

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Add crypto protocol cohort V0.2 export
2026-08-16 20:17:13 +07:00
{
"title": "CRYPTO VENTURE COHORT V0.2",
"cohort_id": "CPV02-20260816193138-475124fa",
"graph_run": "8",
"runtime": {
"raw_target": 30,
"raw_generated": 30,
"requested_protocol_count": 30,
"generation_attempts": 30,
"accepted_protocols": 30,
"duplicate_rejections": 0,
"token_necessity_rejections": 0,
"generation_sources": [
"qwen"
],
"token_unnecessary_rejections": 14,
"token_optional_route_to_saas": 14,
"crypto_survivors": 2,
"crypto_novelty_removed": 0,
"hard_exclusion_rejections": 0,
"regeneration_attempts": 0,
"regenerated_protocols": 0,
"unfilled_slots_after_regeneration": 28,
"regeneration_policy": "V0.2 uses total raw generation budget; weak token ideas are not force-filled.",
"crypto_light_research_seconds": 116.6,
"crypto_light_research_sources": 25,
"crypto_light_research_rejected_sources": 80,
"research_insufficient_count": 0,
"research_survivors": 2,
"protocol_security_gate_blocked": 0,
"protocol_security_gate_passed": 2,
"token_red_team_failures": {
"TOKEN_DOES_TOO_MUCH": 2,
"NATIVE_PAYMENT_NOT_REQUIRED": 2,
"REVENUE_CLAIM_LANGUAGE": 1,
"BUYBACK_DEPENDENCY": 1,
"YIELD_DEPENDENCY": 1
},
"top5_deep_research_count": 2,
"top5_research_coverage_before": {
"b31ddbf7-5440-4b0b-b092-19c62c0a34ca": 0.33,
"4e9100af-5479-4dcb-a9df-b549c6de02a4": 0.33
},
"top5_research_coverage_after": {
"b31ddbf7-5440-4b0b-b092-19c62c0a34ca": 0.4,
"4e9100af-5479-4dcb-a9df-b549c6de02a4": 0.47
},
"crypto_ranked_count": 2,
"crypto_top_3_count": 0,
"autonomous_crypto_survivors": 0,
"finalists": 0,
"human_legal_gate_count": 2,
"legal_review_required": true
},
"raw_protocols_generated": 30,
"token_unnecessary": 14,
"token_optional_routed_saas": 14,
"duplicates": 0,
"crypto_survivors": 2,
"autonomous_crypto_survivors": 0,
"security_blocked": 0,
"finalists": 0,
"generation_attempts": 30,
"ranking": [
{
"proposal_id": "b31ddbf7-5440-4b0b-b092-19c62c0a34ca",
"company": "VeriMesh",
"one_line_thesis": "A decentralized proof-of-work reputation layer for autonomous agents that verifies computational integrity and task completion without centralized identity.",
"product_thesis": "VeriMesh provides a 'Proof of Execution' primitive where autonomous agents (bots, AI agents, or microservices) submit cryptographic proofs of their work (e.g., data processing, rendering, inference) to a decentralized validator set. The product is a lightweight SDK and a set of smart contracts that allow any dApp to query an agent's historical reliability score and verify specific task outputs in real-time.",
"protocol_thesis": "Current Web3 relies on centralized APIs or trusted oracles for off-chain data/computation. VeriMesh creates a market for 'reputation capital' by allowing agents to stake a bond against their work. If the work is verified as correct by a decentralized proof-of-work/proof-of-stake hybrid validator network, the agent earns reputation points and fees. If the work is malicious or faulty, the bond is slashed. This creates a self-correcting, trustless marketplace for machine labor.",
"user": "Developers of decentralized applications (dApps) that require trustless third-party computation or data services, and autonomous agent operators who need to build portable, verifiable track records to access high-value tasks.",
"pre_token_business": "Sell useful product/network access before native token issuance using fiat/stablecoin credits, paid beta, subscription, 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 small paid beta/API-credit packages",
"5000": "10-25 paid beta users or usage-credit customers",
"10000": "recurring API/subscription/service-credit revenue without native token"
},
"protocol_economy": "Current Web3 relies on centralized APIs or trusted oracles for off-chain data/computation. VeriMesh creates a market for 'reputation capital' by allowing agents to stake a bond against their work. If the work is verified as correct by a decentralized proof-of-work/proof-of-stake hybrid validator network, the agent earns reputation points and fees. If the work is malicious or faulty, the bond is slashed. This creates a self-correcting, trustless marketplace for machine labor.",
"token_economy": "The VERI token is the unit of account for the protocol. It is used to stake bonds for agents, pay for verification services, and reward validators. It is not a security or a utility token for a SaaS product, but the native medium of exchange and collateral for the reputation market.",
"token_thesis": "The VERI token is the unit of account for the protocol. It is used to stake bonds for agents, pay for verification services, and reward validators. It is not a security or a utility token for a SaaS product, but the native medium of exchange and collateral for the reputation market.",
"why_onchain": "Scores onchain necessity from trust-minimized coordination, settlement, staking/slashing, attestations, and multi-party neutrality.",
"why_token": "VeriMesh has legitimate crypto-native mechanics: staking, slashing, validator rewards, and on-chain reputation queries. However, the proposed VERI token is not strictly necessary for those mechanics. Agents and validators could post slashable collateral in ETH or stablecoins, verification fees could be paid in stablecoins, and reputation could be represented as non-transferable on-chain attestations or database-indexed records. A native token may help bootstrap incentives, governance, and ecosystem alignment, but the core product would not materially fail without it.",
"token_role_decomposition": {
"PAYMENT": "USEFUL",
"SECURITY_BOND": "REQUIRED",
"SLASHABLE_COLLATERAL": "REQUIRED",
"GOVERNANCE": "USEFUL",
"RESOURCE_ACCESS": "USEFUL",
"REPUTATION": "REQUIRED",
"REWARD": "USEFUL",
"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_centralized_database_credits": "routes to SaaS if verification/settlement/reputation do not degrade",
"usdc_identical_payment_utility": true,
"stable_collateral_identical_security": false
},
"native_token_removed_outcome": "Native token removal materially degrades security/reputation if required roles remain.",
"native_token_removed_degrades_protocol": true,
"token_utility": [
"Staking collateral for agents to prove good faith before executing tasks.",
"Payment for verification nodes to validate proofs of work.",
"Reward mechanism for validators who correctly identify faulty or malicious work.",
"Governance voting on protocol parameters such as slashing ratios and verification difficulty."
],
"token_necessity_classification": "TOKEN_OPTIONAL",
"token_demand_loop": [
"Agents must hold VERI to stake bonds, creating baseline demand.",
"Validators must stake VERI to participate in verification, locking up supply.",
"Slashing events burn a portion of the staked VERI, reducing supply over time as the network matures and errors are penalized.",
"As more dApps integrate VeriMesh, the volume of tasks increases, driving higher demand for verification services and thus more VERI circulation."
],
"value_capture": "The protocol captures value through a small fee (e.g., 2%) on every successful task transaction, which is distributed to validators and burned. Additionally, the protocol benefits from the appreciation of the VERI token as the network's reputation data becomes more valuable and trusted.",
"network_effect": "More agents join to access the reputation market, which attracts more dApps seeking reliable computation. More dApps mean more tasks, which attracts more validators to secure the network. A larger validator set increases the security and reliability of the reputation scores, making the network more attractive to high-value agents.",
"bootstrap_plan": "1. Deploy smart contracts on a testnet (e.g., Sepolia) with a simulated VERI token. 2. Develop the SDK and reference implementation for a simple task (e.g., hash computation). 3. Recruit a small group of 'pioneer' agents and validators to run a closed beta on the testnet. 4. Use fake credits to simulate economic incentives and validate the slashing/reward logic. 5. Publish a whitepaper and open-source the codebase to attract community interest.",
"autonomous_operability": 42,
"crypto_autonomy_class": "ASSISTED_CRYPTO",
"regulatory_manageability": 72,
"security_assessment": "REVISE_SECURITY_MODEL",
"security_risk": 69,
"validation_experiment": "Run a 4-week simulation on a local testnet with 10 simulated agents and 5 validators. Introduce 20% 'malicious' agents that submit incorrect proofs. Measure the time to detection, the accuracy of slashing, and the economic impact on the validator set. Success is defined as 95% detection of malicious work within 10 blocks and no false positives on valid work.",
"component_scores": {
"TOKEN_NECESSITY": 35.0,
"REAL_USAGE_DEMAND": 80,
"ONCHAIN_NECESSITY": 91,
"VALUE_ACCRUAL_QUALITY": 86,
"NETWORK_EFFECT_POTENTIAL": 65,
"TOKENOMICS_SUSTAINABILITY": 94,
"BOOTSTRAPPABILITY": 78,
"AUTONOMOUS_OPERABILITY": 42,
"SECURITY_MODEL_QUALITY": 69,
"REGULATORY_MANAGEABILITY": 72,
"PRE_TOKEN_MONETIZATION_POTENTIAL": 80.0
},
"value_accrual_quality": 86,
"tokenomics_sustainability": 94,
"simulation_summary": {
"token_price_appreciation_primary_success_variable": false,
"subsidy_removed_survives": true,
"native_token_removed_degrades_protocol": true,
"stablecoin_payment_substitute_works": true,
"stress_notes": [
"Price appreciation is not a success variable.",
"If native-token-removed changes little, reduce token necessity."
]
},
"token_red_team_flags": [
"TOKEN_DOES_TOO_MUCH",
"NATIVE_PAYMENT_NOT_REQUIRED"
],
"crypto_ic_decision": "ROUTE_TO_SAAS",
"crypto_ic_score": 64.0,
"research": {
"query_plan": {
"USER_PAIN": [
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION user pain",
"Developers of decentralized applications (dApps) that require trustless third-party computation or data services, and autonomous agent operators who need to build portable, verifiable track records to access high-value tasks. decentralized protocol pain"
],
"EXISTING_PROTOCOLS": [
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION protocol",
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION competitors crypto"
],
"FAILED_PRECEDENTS": [
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION failed crypto project",
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION postmortem"
],
"PAYMENT_MODELS": [
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION stablecoin payments",
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION usage fees"
],
"TOKEN_MODELS": [
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION token model staking",
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION tokenomics"
],
"STAKING_MODELS": [
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION staking slashing",
"provider staking protocol slashing"
],
"SLASHING_PRECEDENTS": [
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION slashing precedent",
"objective slashing crypto protocol"
],
"PROVIDER_ECONOMICS": [
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION provider economics",
"decentralized provider marketplace economics"
],
"NETWORK_BOOTSTRAP": [
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION network bootstrap",
"crypto protocol bootstrap supply demand"
],
"ONCHAIN_ALTERNATIVES": [
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION onchain alternatives"
],
"OFFCHAIN_ALTERNATIVES": [
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION SaaS alternative",
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION offchain alternative"
],
"SECURITY_INCIDENTS": [
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION security incident",
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION exploit"
],
"LEGAL_REGULATORY": [
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION token regulatory risk",
"crypto staking slashing regulatory"
],
"TOKEN_LAUNCH_PRECEDENTS": [
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION token launch",
"protocol token launch precedent"
],
"PRE_TOKEN_MONETIZATION_PRECEDENTS": [
"VeriMesh MACHINE REPUTATION MACHINE REPUTATION paid beta",
"crypto protocol pre token revenue"
]
},
"query_results": [
{
"category": "USER_PAIN",
"query": "VeriMesh MACHINE REPUTATION MACHINE REPUTATION user pain",
"status": "SEARCH_WORKED",
"result_count": 75,
"unresponsive_engines": [
[
"brave",
"too many requests"
],
[
"brave.images",
"unexpected crash"
],
[
"brave.videos",
"too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"google cse",
"too many requests"
],
[
"google cse images",
"too many requests"
],
[
"mojeek images",
"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": "Developers of decentralized applications (dApps) that require trustless third-party computation or data services, and autonomous agent operators who need to build portable, verifiable track records to access high-value tasks. decentralized protocol pain",
"status": "SEARCH_WORKED",
"result_count": 104,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"google cse",
"Suspended: too many requests"
],
[
"google cse images",
"Suspended: too many requests"
],
[
"mojeek images",
"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": "VeriMesh MACHINE REPUTATION MACHINE REPUTATION protocol",
"status": "SEARCH_WORKED",
"result_count": 20,
"unresponsive_engines": [
[
"bing videos",
"parsing error"
],
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"google cse",
"Suspended: too many requests"
],
[
"google cse images",
"Suspended: too many requests"
],
[
"mojeek images",
"Suspended: access denied"
],
[
"qwant",
"CAPTCHA"
],
[
"qwant images",
"CAPTCHA"
],
[
"startpage",
"Suspended: CAPTCHA"
],
[
"startpage images",
"Suspended: CAPTCHA"
],
[
"startpage news",
"Suspended: CAPTCHA"
],
[
"yahoo",
"HTTP protocol error"
]
]
},
{
"category": "EXISTING_PROTOCOLS",
"query": "VeriMesh MACHINE REPUTATION MACHINE REPUTATION competitors crypto",
"status": "SEARCH_WORKED",
"result_count": 86,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"google cse",
"Suspended: too many requests"
],
[
"google cse images",
"Suspended: too many requests"
],
[
"mojeek images",
"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": "VeriMesh MACHINE REPUTATION MACHINE REPUTATION failed crypto project",
"status": "SEARCH_WORKED",
"result_count": 84,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"google cse",
"Suspended: too many requests"
],
[
"google cse images",
"Suspended: too many requests"
],
[
"mojeek",
"access denied"
],
[
"mojeek images",
"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": "VeriMesh MACHINE REPUTATION MACHINE REPUTATION postmortem",
"status": "SEARCH_WORKED",
"result_count": 85,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"google cse",
"Suspended: too many requests"
],
[
"google cse images",
"Suspended: too many requests"
],
[
"mojeek",
"Suspended: access denied"
],
[
"mojeek images",
"Suspended: access denied"
],
[
"mojeek news",
"access denied"
],
[
"qwant",
"CAPTCHA"
],
[
"qwant images",
"CAPTCHA"
],
[
"startpage",
"Suspended: CAPTCHA"
],
[
"startpage images",
"Suspended: CAPTCHA"
],
[
"startpage news",
"Suspended: CAPTCHA"
],
[
"yahoo",
"Suspended: HTTP protocol error"
]
]
},
{
"category": "PAYMENT_MODELS",
"query": "VeriMesh MACHINE REPUTATION MACHINE REPUTATION stablecoin payments",
"status": "SEARCH_WORKED",
"result_count": 85,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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": "PAYMENT_MODELS",
"query": "VeriMesh MACHINE REPUTATION MACHINE REPUTATION usage fees",
"status": "SEARCH_WORKED",
"result_count": 55,
"unresponsive_engines": [
[
"bing videos",
"parsing error"
],
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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": "TOKEN_MODELS",
"query": "VeriMesh MACHINE REPUTATION MACHINE REPUTATION token model staking",
"status": "SEARCH_WORKED",
"result_count": 55,
"unresponsive_engines": [
[
"bing videos",
"parsing error"
],
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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": "TOKEN_MODELS",
"query": "VeriMesh MACHINE REPUTATION MACHINE REPUTATION tokenomics",
"status": "SEARCH_WORKED",
"result_count": 55,
"unresponsive_engines": [
[
"bing videos",
"parsing error"
],
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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": "STAKING_MODELS",
"query": "VeriMesh MACHINE REPUTATION MACHINE REPUTATION staking slashing",
"status": "SEARCH_WORKED",
"result_count": 85,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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": "STAKING_MODELS",
"query": "provider staking protocol slashing",
"status": "SEARCH_WORKED",
"result_count": 108,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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": "SLASHING_PRECEDENTS",
"query": "VeriMesh MACHINE REPUTATION MACHINE REPUTATION slashing precedent",
"status": "SEARCH_WORKED",
"result_count": 85,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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": "SLASHING_PRECEDENTS",
"query": "objective slashing crypto protocol",
"status": "SEARCH_WORKED",
"result_count": 109,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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": "PROVIDER_ECONOMICS",
"query": "VeriMesh MACHINE REPUTATION MACHINE REPUTATION provider economics",
"status": "SEARCH_WORKED",
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[
"brave",
"Suspended: too many requests"
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[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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": "PROVIDER_ECONOMICS",
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"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",
"Suspended: access denied"
],
[
"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": "NETWORK_BOOTSTRAP",
"query": "VeriMesh MACHINE REPUTATION MACHINE REPUTATION network bootstrap",
"status": "SEARCH_WORKED",
"result_count": 87,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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": "NETWORK_BOOTSTRAP",
"query": "crypto protocol bootstrap supply demand",
"status": "SEARCH_WORKED",
"result_count": 111,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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",
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]
]
},
{
"category": "ONCHAIN_ALTERNATIVES",
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"result_count": 86,
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[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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": "VeriMesh MACHINE REPUTATION MACHINE REPUTATION SaaS alternative",
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"result_count": 85,
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"brave",
"Suspended: too many requests"
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[
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"Suspended: too many requests"
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[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"google cse",
"Suspended: too many requests"
],
[
"google cse images",
"Suspended: too many requests"
],
[
"mojeek",
"Suspended: access denied"
],
[
"mojeek images",
"Suspended: access denied"
],
[
"mojeek news",
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],
[
"qwant",
"CAPTCHA"
],
[
"qwant images",
"CAPTCHA"
],
[
"startpage",
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],
[
"startpage images",
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],
[
"startpage news",
"Suspended: CAPTCHA"
],
[
"yahoo",
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]
]
},
{
"category": "OFFCHAIN_ALTERNATIVES",
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"status": "SEARCH_WORKED",
"result_count": 85,
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[
"brave",
"Suspended: too many requests"
],
[
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"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"google cse",
"Suspended: too many requests"
],
[
"google cse images",
"Suspended: too many requests"
],
[
"mojeek",
"Suspended: access denied"
],
[
"mojeek images",
"Suspended: access denied"
],
[
"mojeek news",
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],
[
"qwant",
"CAPTCHA"
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[
"qwant images",
"CAPTCHA"
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[
"startpage",
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],
[
"startpage images",
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],
[
"startpage news",
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],
[
"yahoo",
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]
]
},
{
"category": "SECURITY_INCIDENTS",
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"status": "SEARCH_WORKED",
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[
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[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"google cse",
"Suspended: too many requests"
],
[
"google cse images",
"Suspended: too many requests"
],
[
"mojeek",
"Suspended: access denied"
],
[
"mojeek images",
"Suspended: access denied"
],
[
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[
"qwant",
"CAPTCHA"
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[
"qwant images",
"CAPTCHA"
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[
"startpage",
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[
"startpage images",
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],
[
"startpage news",
"Suspended: CAPTCHA"
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[
"yahoo",
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]
]
},
{
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"query": "VeriMesh MACHINE REPUTATION MACHINE REPUTATION exploit",
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[
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[
"brave.images",
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],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
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[
"google cse",
"Suspended: too many requests"
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[
"google cse images",
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],
[
"mojeek",
"Suspended: access denied"
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[
"mojeek images",
"Suspended: access denied"
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[
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[
"qwant",
"CAPTCHA"
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[
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[
"startpage",
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[
"startpage images",
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[
"startpage news",
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],
[
"yahoo",
"HTTP protocol error"
]
]
},
{
"category": "LEGAL_REGULATORY",
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"status": "SEARCH_WORKED",
"result_count": 85,
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"brave",
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[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"google cse",
"Suspended: too many requests"
],
[
"google cse images",
"Suspended: too many requests"
],
[
"mojeek",
"Suspended: access denied"
],
[
"mojeek images",
"Suspended: access denied"
],
[
"mojeek news",
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],
[
"qwant",
"CAPTCHA"
],
[
"qwant images",
"CAPTCHA"
],
[
"startpage",
"Suspended: CAPTCHA"
],
[
"startpage images",
"Suspended: CAPTCHA"
],
[
"startpage news",
"Suspended: CAPTCHA"
],
[
"yahoo",
"Suspended: HTTP protocol error"
]
]
},
{
"category": "LEGAL_REGULATORY",
"query": "crypto staking slashing regulatory",
"status": "SEARCH_WORKED",
"result_count": 99,
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[
"brave",
"Suspended: too many requests"
],
[
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],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"google cse",
"Suspended: too many requests"
],
[
"google cse images",
"Suspended: too many requests"
],
[
"mojeek",
"Suspended: access denied"
],
[
"mojeek images",
"Suspended: access denied"
],
[
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[
"qwant",
"CAPTCHA"
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[
"qwant images",
"CAPTCHA"
],
[
"startpage",
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],
[
"startpage images",
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],
[
"startpage news",
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],
[
"yahoo",
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]
]
},
{
"category": "TOKEN_LAUNCH_PRECEDENTS",
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"status": "SEARCH_WORKED",
"result_count": 85,
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"brave",
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[
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],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"google cse",
"Suspended: too many requests"
],
[
"google cse images",
"Suspended: too many requests"
],
[
"mojeek",
"Suspended: access denied"
],
[
"mojeek images",
"Suspended: access denied"
],
[
"mojeek news",
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],
[
"qwant",
"CAPTCHA"
],
[
"qwant images",
"CAPTCHA"
],
[
"startpage",
"Suspended: CAPTCHA"
],
[
"startpage images",
"Suspended: CAPTCHA"
],
[
"startpage news",
"Suspended: CAPTCHA"
],
[
"yahoo",
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]
]
},
{
"category": "TOKEN_LAUNCH_PRECEDENTS",
"query": "protocol token launch precedent",
"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",
"Suspended: access denied"
],
[
"google cse",
"Suspended: too many requests"
],
[
"google cse images",
"Suspended: too many requests"
],
[
"mojeek",
"Suspended: access denied"
],
[
"mojeek images",
"Suspended: access denied"
],
[
"mojeek news",
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],
[
"qwant",
"CAPTCHA"
],
[
"qwant images",
"CAPTCHA"
],
[
"seznam",
"timeout"
],
[
"startpage",
"Suspended: CAPTCHA"
],
[
"startpage images",
"Suspended: CAPTCHA"
],
[
"startpage news",
"Suspended: CAPTCHA"
]
]
},
{
"category": "PRE_TOKEN_MONETIZATION_PRECEDENTS",
"query": "VeriMesh MACHINE REPUTATION MACHINE REPUTATION paid beta",
"status": "SEARCH_WORKED",
"result_count": 85,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"google cse",
"Suspended: too many requests"
],
[
"google cse images",
"Suspended: too many requests"
],
[
"mojeek",
"Suspended: access denied"
],
[
"mojeek images",
"Suspended: access denied"
],
[
"mojeek news",
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],
[
"qwant",
"CAPTCHA"
],
[
"qwant images",
"CAPTCHA"
],
[
"startpage",
"Suspended: CAPTCHA"
],
[
"startpage images",
"Suspended: CAPTCHA"
],
[
"startpage news",
"Suspended: CAPTCHA"
]
]
},
{
"category": "PRE_TOKEN_MONETIZATION_PRECEDENTS",
"query": "crypto protocol pre token revenue",
"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",
"Suspended: access denied"
],
[
"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"
]
]
}
],
"sources": [
{
"type": "public_web",
"source": "searxng",
"url": "https://www.microsoft.com/en-us/?msockid=27292803918d660f26f63fb490176757",
"title": "Microsoft - Official Home Page",
"category": "USER_PAIN",
"summary": "At Microsoft our mission and values are to help people and businesses throughout the world realize their full potential.",
"fallback_evidence": false,
"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</em>\" 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</em>\" 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
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"type": "public_web",
"source": "searxng",
"url": "https://support.microsoft.com/en-US/support/get-help/about-get-help",
"title": "About Get Help | Microsoft Support",
"category": "EXISTING_PROTOCOLS",
"summary": "The Windows Get Help app is a centralized hub for accessing a wide range of resources, including tutorials, FAQs, community \u2026",
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"content": "About Get Help | Microsoft Support\nSkip to main content\nMicrosoft\nSupport\nSupport\nSupport\nHome\nMicrosoft 365\nOffice\nProducts\nMicrosoft 365\nOutlook\nMicrosoft Teams\nOneDrive\nMicrosoft Copilot\nOneNote\nWindows\nmore ...\nDevices\nSurface\nPC Accessories\nXbox\nPC Gaming\nHoloLens\nSurface Hub\nHardware warranties\nAccount & billing\nResources\nCommunity forums\nMicrosoft 365 Admins\nDeveloper\nEducation\nReport a support scam\nProduct safety\nMore\nBuy Microsoft 365\nAll Microsoft\nGlobal\nMicrosoft 365\nAzure\nCopilot\nWindows\nSurface\nXBOX\nDeals\nSmall Business\nSupport\nSoftware\nSoftware\nWindows Apps\nOutlook\nOneDrive\nMicrosoft Teams\nOneNote\nMicrosoft Edge\nMoving from Skype to Teams\nPCs & Devices\nPCs & Devices\nComputers\nShop XBOX\nAccessories\nVR & mixed reality\nCertified Refurbished\nTrade-in for cash\nEntertainment\nEntertainment\nXBOX Game Pass Ultimate\nPC Game Pass\nXBOX games\nPC games\nBusiness\nBusiness\nMicrosoft AI\nMicrosoft Security\nDynamics 365\nMicrosoft 365 for business\nMicrosoft Power Platform\nWindows 365\nSmall Business\nDigital Sovereignty\nDeveloper & IT\nDeveloper & IT\nAzure\nMicrosoft Developer\nMicrosoft Learn\nSupport for AI marketplace apps\nMicrosoft Tech Community\nMicrosoft Marketplace\nSoftware companies\nVisual Studio\nOther\nOther\nMicrosoft Rewards\nFree downloads & security\nEducation\nGift cards\nLicensing\nUnlocked stories\nView Sitemap\nSearch\nSearch for help\nNo results\nCancel\nSign in\nSign in with Microsoft\nSign in or create an account.\nHello,\nSelect a different account.\nYou have multiple accounts\nChoose the account you want to sign in with.\nRelated topics\nRelated topics\n\u00d7\nContact Support\nHow to contact Support\nSupported products\nSupported products\nSelf-help with Get Help\nOverview\nGet Help for Microsoft personal account users\nGet Help for Microsoft work or school account users\nGet help if you can't sign in\nRunning troubleshooters in Get Help\nOverview\nWindows troubleshooters\nMicrosoft 365 troubleshooters\nClassic Outlook troubleshooters\nCopilot Troubleshooters\nGet or give help with Quick Assist\nGet or give help with Quick Assist\nAbout Get Help\nGet help with Copilot\nHow do I use Get Help in Windows?\nHow do I view Copilot troubleshooter results?\nHow do I search for my issue in Get Help?\nThe Windows Get Help app is a centralized hub for accessing a wide range of resources, including tutorials, FAQs, community forums, and direct assistance from Microsoft support personnel. Whether users encounter technical issues, have questions about Windows features, or seek guidance on how to perform specific tasks, Get Help aims to streamline the process of finding solutions and enhancing the overall user experience.\nThe Get Help app is available for users who sign in to a Microsoft personal account or a Microsoft work or school account. Personal account users can also sign in to Get Help to submit support requests.\nHere's how to find the Get Help app:\nSelect Start\n.\nType get help into the search box.\nSelect Get Help from the list of results.\nOpen Get Help\nYou can also access Get Help from Settings\nfollowing the link on the Home page of the Settings app, or you can navigate there by opening Settings\n, then selecting System\n> Troubleshoot\n> Other troubleshooters\n.\nRelated topics\nGet Help for Microsoft personal account users\nGet Help for Microsoft work or school account users\nRunning troubleshooters in Get Help\nGive feedback about Get Help\nWas this information helpful?\nYes\nNo\nThank you! Any more feedback for Microsoft?\nCan you help us improve? (Send feedback to Microsoft so we can help.)\nWhat affected your experience?\nResolved my issue\nClear instructions\nEasy to follow\nNo jargon\nPictures helped\nOther\nDidn't match my screen\nIncorrect instructions\nToo technical\nNot enough information\nNot enough pictures\nOther\nAny additional feedback? (Optional)\nSubmit feedback\nBy pressing submit, your feedback will be used to improve Microsoft products and services.\nYour IT admin will be a
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"source": "searxng",
"url": "https://www.freelancer.co.kr/hire/virtual-machine",
"title": "Find Top Virtual Machine Engineers for Hire on Freelancer (July 2026)",
"category": "EXISTING_PROTOCOLS",
"summary": "19 Years experience as Linux/Unix Admin, System/Storage/Server Admin, Virtualization Expert => Install and troubleshoot anything on Linux/Unix, Windows => Centos, RHEL, Ubuntu, Debian, Cloudlinux, Windows => Backup, Recovery, System boot and kernel issues => Server Security and Hardening: FIREWALLD, UFW, IPTABLES, Selinux, Fixing Security vulnerabilities => User, Disk, File Management,Linux Networking/Routing, ISCSI, Multipath, LVM, Partitions => Servers: Cisco, HP, IBM, Dell, Supermicro => Hard....4.9/51.1\ub9cc \ucc38\uc5ec",
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"url": "https://www.cloudflare.com/learning/security/risk-based-authentication/",
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"url": "https://www.techradar.com/news/forget-cryptomining-heres-how-to-use-your-computer-to-do-good-in-the-world",
"title": "Forget cryptomining, here's how to use your computer to do good in the world",
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"summary": "26. 1. 2022The SETI@home project itself is in \"hibernation\" for now while researchers conduct \"back-end data analysis\", but the distributed computing platform they built to run the SETI@home project is now widely used by universities and research\u2026",
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{
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"url": "https://www.verifiedmarketresearch.com/product/online-reputation-management-software-market/",
"title": "Online Reputation Management Software Market Report: Size\u2026",
"category": "PAYMENT_MODELS",
"summary": "Online Reputation Management Software Market size was valued is expected to reach USD 14.02 Billion by 2032, growing at a CAGR of 13.2% from 226 to 2032 The report provides key trends, growth drivers, segment analysis, and detailed forecast\u2026",
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{
"type": "public_web",
"source": "searxng",
"url": "https://99bitcoins.com/cryptocurrency/next-1000x-crypto/",
"title": "Next 1000x Crypto in 2026: Top 11 High-Utility Gems & Presales",
"category": "TOKEN_MODELS",
"summary": "18. 4. 2024VFX token is used for staking, rebates, card access, and governance rights",
"fallback_evidence": false,
"quality": "strong",
"relevance_score": 0.31,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://bolerosuites.com/en/account-abstraction-adoption-pathways-and-smart-wallet-security-considerations-for-users/",
"title": "Account abstraction adoption pathways and smart wallet security\u2026",
"category": "TOKEN_MODELS",
"summary": "The DYDX model has historically centered on combining governance, staking, and trading incentives to bootstrap liquidity and align early users, which creates a powerful flywheel for order flow but also concentrates long-term platform health\u2026",
"fallback_evidence": false,
"quality": "strong",
"relevance_score": 0.52,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://vereign.com/",
"title": "Verified Digital Authenticity Infrastructure | Vereign",
"category": "TOKEN_MODELS",
"summary": "Verimesh (formerly the Stargate project) replaces centralised trust infrastructure with bilateral verification. Each organisation manages its own cryptographic identity \u2014 no certificate authority, no single point of failure.",
"fallback_evidence": false,
"quality": "weak",
"relevance_score": 0.12,
"acceptance_reason": "accepted as weak crypto context"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.okx.com/cs/learn/solayer-blockchain-guide",
"title": "Solayer: Hardware-Accelerated Blockchain & Layer Token Guide\u2026",
"category": "STAKING_MODELS",
"summary": "OKX Europe - Discover Solayer\u2019s hardware-accelerated blockchain, the Layer token, sUSD, staking, and roadmap. Unmatched TPS, security, and DeFi opportunities explained.",
"fallback_evidence": false,
"quality": "strong",
"relevance_score": 0.33,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://trustwallet.com/glossary/staking",
"title": "Staking | Trust Wallet",
"category": "STAKING_MODELS",
"summary": "Staking is the process of locking up cryptocurrency in a blockchain network to help validate transactions and secure the network, earning rewards in return. It is a core feature of Proof of Stake blockchains.",
"fallback_evidence": false,
"quality": "strong",
"relevance_score": 0.29,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.ledger.com/academy/glossary/trustless-ai-agent",
"title": "Trustless AI Agent | Ledger",
"category": "ONCHAIN_ALTERNATIVES",
"summary": "Currently, AI agents can communicate, but they lack a unified way to prove their identity or build a verifiable reputation across different platforms.",
"fallback_evidence": false,
"quality": "strong",
"relevance_score": 0.24,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.linkedin.com/company/quicknode",
"title": "Quicknode | LinkedIn",
"category": "OFFCHAIN_ALTERNATIVES",
"summary": "Aleo is a fully programmable smart contract platform with its own Rust-inspired language (Leo), virtual machine (snarkVM), and decentralized OS (snarkOS).",
"fallback_evidence": false,
"quality": "weak",
"relevance_score": 0.12,
"acceptance_reason": "accepted as weak crypto context"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://scienceon.kisti.re.kr/srch/selectPORSrchPatent.do?cn=USA2021100326744",
"title": "[\ud2b9\ud5c8]SECURITY ALERT-INCIDENT GROUPING BASED ON INVESTIGATION HISTORY",
"category": "SECURITY_INCIDENTS",
"summary": "\ucd08\ub85d ; Technology automatically groups security alerts into incidents using data about earlier groupings. A machine learning model is trained with select data about past alert-incident grouping actions. The trained model prioritizes new alerts and aids alert investigation by rapidly and accurately grouping 1. A system configured for training a machine learning model to predictively group cybersecurity alerts with cybersecurity incidents based on historic grouping actions, the system comprising....United States(US) Patent \uacf5\uac1cG06N-020/00 IPC \uc0c1\uc138 G06N-005/02 IPC \uc0c1\uc138",
"fallback_evidence": false,
"quality": "strong",
"relevance_score": 0.23,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://trustedsec.com/resources/webinars/attack-at-machine-speed-building-an-incident-response-program-that-can-keep-up",
"title": "TrustedSec | Attack at Machine Speed: Building an Incident Response\u2026",
"category": "SECURITY_INCIDENTS",
"summary": "2026.05.19.Join Director of Security Intelligence Carlos Perez for a breakdown of how AI is accelerating attacks and what your organization needs in place before one lands.2026.05.19.",
"fallback_evidence": false,
"quality": "weak",
"relevance_score": 0.17,
"acceptance_reason": "accepted as weak crypto context"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.linkedin.com/top-content/consulting/fraud-risk-consulting/vendor-fraud-risk-assessment/",
"title": "Vendor Fraud Risk Assessment",
"category": "LEGAL_REGULATORY",
"summary": "\\n Assess vendor fraud risks to safeguard against BEC scams. Monitor third-party risks continuously for a secure supply chain.\\n\"}",
"fallback_evidence": false,
"quality": "weak",
"relevance_score": 0.21,
"acceptance_reason": "accepted as weak crypto context"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://protocoljobs.ai/",
"title": "Protocol: Career Platform Built for Job Seekers",
"category": "TOKEN_LAUNCH_PRECEDENTS",
"summary": "Protocol is India\u2019s first career platform built for job seekers. Find low-competition roles, apply smarter, and get your resume seen.",
"fallback_evidence": false,
"quality": "weak",
"relevance_score": 0.14,
"acceptance_reason": "accepted as weak crypto context"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.merriam-webster.com/dictionary/protocol",
"title": "PROTOCOL Definition & Meaning - Merriam-Webster",
"category": "TOKEN_LAUNCH_PRECEDENTS",
"summary": "5 days ago \u00b7 The meaning of PROTOCOL is a system of rules that explain the correct conduct and procedures to be followed in \u2026",
"fallback_evidence": false,
"quality": "weak",
"relevance_score": 0.14,
"acceptance_reason": "accepted as weak crypto context"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.geeksforgeeks.org/computer-networks/types-of-network-protocols-and-their-uses/",
"title": "Types of Network Protocols - GeeksforGeeks",
"category": "TOKEN_LAUNCH_PRECEDENTS",
"summary": "Jun 11, 2026 \u00b7 Network protocol is a collection of rules that governs how data is transmitted, received, and interpreted between \u2026",
"fallback_evidence": false,
"quality": "weak",
"relevance_score": 0.17,
"acceptance_reason": "accepted as weak crypto context"
}
],
"source_rejections": [
{
"type": "public_web",
"source": "searxng",
"url": "https://myaccount.microsoft.com/",
"title": "Sign in to your account",
"category": "USER_PAIN",
"summary": "Access and manage your Microsoft account, subscriptions, and settings all in one place.",
"fallback_evidence": false,
"content": "My Account",
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.06
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=m1j3fUl0FN0",
"title": "The future of the blockchain oracle API3.....the true decentralized oracle....",
"category": "USER_PAIN",
"summary": "In this video we go over api3 and what it is, is api3 the next chainlink. A PI3 is a collaborative effort to build, manage and monetize ... // Source: Youtube // Channel: Drake on Digital",
"fallback_evidence": false,
"content": "(function() {window.ytplayer={};\nytcfg.set({\"CLIENT_CANARY_STATE\":\"none\",\"DEVICE\":\"ceng\\u003dUSER_DEFINED\\u0026cos\\u003d%2Blocal+bounded+research\\u0026cplatform\\u003dDESKTOP\",\"DISABLE_YT_IMG_DELAY_LOADING\":false,\"ELEMENT_POOL_DEFAULT_CAP\":75,\"EVENT_ID\":\"lLeBaorjMrS8svsP-diFuAo\",\"EXPERIMENT_FLAGS\":{\"PremiumClientSharedConfig__enable_att_context_processor\":true,\"ab_det_apm\":true,\"ab_det_el_h\":true,\"ab_fk_sk_cl\":true,\"ab_net_tp_e\":true,\"action_companion_center_align_description\":true,\"align_ask_youtube_input_on_focus\":true,\"allow_skip_networkless\":true,\"att_web_record_metrics\":true,\"attmusi\":true,\"attmusiw\":true,\"bg_st_hr\":true,\"browse_next_continuations_migration_playlist\":true,\"browse_reload_continuations_migration_home\":true,\"c3_enable_button_impression_logging\":true,\"c3_watch_page_component\":true,\"cancel_pending_navs\":true,\"channel_details_shelf_resize_observer\":true,\"check_user_lact_at_prompt_shown_time_on_web\":true,\"client_respect_autoplay_switch_button_renderer\":true,\"client_ui_enable_multi_track_audio_on_web_embedded_player\":true,\"cold_missing_history\":true,\"compress_gel\":true,\"config_age_report_killswitch\":true,\"course_hide_playlist_panel_shuffle_and_loop_buttons\":true,\"cow_optimize_idom_compat\":true,\"csi_on_gel\":true,\"dedupping_server_ve\":true,\"defer_menus\":true,\"defer_overlays\":true,\"delay_sheet_open_killswitch\":true,\"delhi_modern_web_player_compact_video_actions_controls\":true,\"delhi_modern_web_player_disable_frosted_glass\":true,\"delhi_modern_web_player_icons\":true,\"delhi_mweb_colorful_sd\":true,\"delhi_mweb_colorful_sd_v2\":true,\"delhi_web_player_use_external_playlist_panel\":true,\"deprecate_pair_servlet_enabled\":true,\"desktop_add_to_playlist_renderer_dialog_popup\":true,\"desktop_delay_player_resizing\":true,\"desktop_enable_dmpanel_click_drag_scroll\":true,\"desktop_enable_dmpanel_scroll\":true,\"desktop_enable_dmpanel_wheel_scroll\":true,\"desktop_enable_entity_suggest\":true,\"desktop_enable_new_video_metadata\":true,\"desktop_enable_scrollable_suggestions_panel\":true,\"desktop_enable_single_suggestion_highlight\":true,\"desktop_enable_suggestions_panel_padding\":true,\"desktop_enable_visual_suggest\":true,\"desktop_keyboard_capture_keydown_killswitch\":true,\"desktop_mix_use_sampled_color_for_bottom_bar\":true,\"desktop_mix_use_sampled_color_for_bottom_bar_search\":true,\"desktop_mix_use_sampled_color_for_bottom_bar_watch_next\":true,\"desktop_show_ios_smart_banner\":true,\"desktop_sparkles_light_cta_button\":true,\"desktop_use_new_history_manager\":true,\"disable_child_node_auto_formatted_strings\":true,\"disable_features_for_supex\":true,\"disable_legacy_desktop_remote_queue\":true,\"disable_log_to_visitor_layer\":true,\"disable_mention_encoded_channel_handle_in_post\":true,\"disable_mini_app_container_web_view_insets\":true,\"disable_pacf_logging_for_memory_limited_tv\":true,\"disable_super_chat_buy_button\":true,\"download_invalid_policy_error_handling\":true,\"embeds_desktop_enable_volume_slider\":true,\"enable_a11y_focus_fix_for_mac_panel_on_desktop\":true,\"enable_access_code_service_rpc\":true,\"enable_active_view_display_ad_renderer_web_home\":true,\"enable_ads_web_ep_buenos_aires_and_padding_fix\":true,\"enable_ai_disclosure_for_compact_landscape_image_web\":true,\"enable_ai_disclosure_for_compact_landscape_image_web_innertube\":true,\"enable_ai_disclosure_for_compact_landscape_no_button_web\":true,\"enable_ai_disclosure_for_compact_landscape_no_button_web_innertube\":true,\"enable_ai_disclosure_for_text_image_no_button_web\":true,\"enable_ai_disclosure_for_text_image_no_button_web_innertube\":true,\"enable_ai_disclosure_for_top_landscape_image_web\":true,\"enable_ai_disclosure_for_top_landscape_image_web_innertube\":true,\"enable_ai_disclosure_for_video_display_billboard_buttoned_web\":true,\"enable_ai_disclosure_for_video_display_billboard_buttoned_web_innertube\":true,\"enable_ai_disclosure_for_video_display_button_group_web\":true,\"enable_ai_disclosure_for_video_display_
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=fpvF4n32lsE",
"title": "Did I Build the Best Local AI Agent Harness? (diched Hermes)",
"category": "USER_PAIN",
"summary": "15.2K views - 1 week ago - YouTube - Codacus",
"fallback_evidence": false,
"content": "(function() {window.ytplayer={};\nytcfg.set({\"CLIENT_CANARY_STATE\":\"none\",\"DEVICE\":\"ceng\\u003dUSER_DEFINED\\u0026cos\\u003d%2Blocal+bounded+research\\u0026cplatform\\u003dDESKTOP\",\"DISABLE_YT_IMG_DELAY_LOADING\":false,\"ELEMENT_POOL_DEFAULT_CAP\":75,\"EVENT_ID\":\"lbeBasTzCLvDk7QPvLKAwQ4\",\"EXPERIMENT_FLAGS\":{\"PremiumClientSharedConfig__enable_att_context_processor\":true,\"ab_det_apm\":true,\"ab_det_el_h\":true,\"action_companion_center_align_description\":true,\"align_ask_youtube_input_on_focus\":true,\"allow_skip_networkless\":true,\"att_web_record_metrics\":true,\"attmusi\":true,\"attmusiw\":true,\"bg_st_hr\":true,\"browse_next_continuations_migration_playlist\":true,\"browse_reload_continuations_migration_home\":true,\"c3_enable_button_impression_logging\":true,\"c3_watch_page_component\":true,\"cancel_pending_navs\":true,\"channel_details_shelf_resize_observer\":true,\"check_user_lact_at_prompt_shown_time_on_web\":true,\"client_respect_autoplay_switch_button_renderer\":true,\"client_ui_enable_multi_track_audio_on_web_embedded_player\":true,\"cold_missing_history\":true,\"compress_gel\":true,\"config_age_report_killswitch\":true,\"course_hide_playlist_panel_shuffle_and_loop_buttons\":true,\"cow_optimize_idom_compat\":true,\"csi_on_gel\":true,\"dedupping_server_ve\":true,\"defer_menus\":true,\"defer_overlays\":true,\"delay_sheet_open_killswitch\":true,\"delhi_modern_web_player_compact_video_actions_controls\":true,\"delhi_modern_web_player_disable_frosted_glass\":true,\"delhi_modern_web_player_icons\":true,\"delhi_mweb_colorful_sd\":true,\"delhi_mweb_colorful_sd_v2\":true,\"delhi_web_player_use_external_playlist_panel\":true,\"deprecate_pair_servlet_enabled\":true,\"desktop_add_to_playlist_renderer_dialog_popup\":true,\"desktop_delay_player_resizing\":true,\"desktop_enable_dmpanel_click_drag_scroll\":true,\"desktop_enable_dmpanel_scroll\":true,\"desktop_enable_dmpanel_wheel_scroll\":true,\"desktop_enable_entity_suggest\":true,\"desktop_enable_new_video_metadata\":true,\"desktop_enable_scrollable_suggestions_panel\":true,\"desktop_enable_single_suggestion_highlight\":true,\"desktop_enable_suggestions_panel_padding\":true,\"desktop_enable_visual_suggest\":true,\"desktop_keyboard_capture_keydown_killswitch\":true,\"desktop_mix_use_sampled_color_for_bottom_bar\":true,\"desktop_mix_use_sampled_color_for_bottom_bar_search\":true,\"desktop_mix_use_sampled_color_for_bottom_bar_watch_next\":true,\"desktop_show_ios_smart_banner\":true,\"desktop_sparkles_light_cta_button\":true,\"desktop_use_new_history_manager\":true,\"disable_child_node_auto_formatted_strings\":true,\"disable_features_for_supex\":true,\"disable_legacy_desktop_remote_queue\":true,\"disable_log_to_visitor_layer\":true,\"disable_mention_encoded_channel_handle_in_post\":true,\"disable_mini_app_container_web_view_insets\":true,\"disable_pacf_logging_for_memory_limited_tv\":true,\"disable_super_chat_buy_button\":true,\"download_invalid_policy_error_handling\":true,\"embeds_desktop_enable_volume_slider\":true,\"enable_a11y_focus_fix_for_mac_panel_on_desktop\":true,\"enable_access_code_service_rpc\":true,\"enable_active_view_display_ad_renderer_web_home\":true,\"enable_ads_web_ep_buenos_aires_and_padding_fix\":true,\"enable_ai_disclosure_for_compact_landscape_image_web\":true,\"enable_ai_disclosure_for_compact_landscape_image_web_innertube\":true,\"enable_ai_disclosure_for_compact_landscape_no_button_web\":true,\"enable_ai_disclosure_for_compact_landscape_no_button_web_innertube\":true,\"enable_ai_disclosure_for_text_image_no_button_web\":true,\"enable_ai_disclosure_for_text_image_no_button_web_innertube\":true,\"enable_ai_disclosure_for_top_landscape_image_web\":true,\"enable_ai_disclosure_for_top_landscape_image_web_innertube\":true,\"enable_ai_disclosure_for_video_display_billboard_buttoned_web\":true,\"enable_ai_disclosure_for_video_display_billboard_buttoned_web_innertube\":true,\"enable_ai_disclosure_for_video_display_button_group_web\":true,\"enable_ai_disclosure_for_video_display_button_group_web_innertube\":true,\"enable
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=y5IwJrljK-Q",
"title": "BIT5050 Web3 50/50 Raffles",
"category": "USER_PAIN",
"summary": "https://www.bit5050.com/ , BIT5050 Web3 50/50 Raffles , BIT5050 , bit5050 , Web3 50/50 Raffles , Web3 50/50 Raffle , Web3 ... // Source: Youtube // Channel: Bit5050",
"fallback_evidence": false,
"content": "(function() {window.ytplayer={};\nytcfg.set({\"CLIENT_CANARY_STATE\":\"none\",\"DEVICE\":\"ceng\\u003dUSER_DEFINED\\u0026cos\\u003d%2Blocal+bounded+research\\u0026cplatform\\u003dDESKTOP\",\"DISABLE_YT_IMG_DELAY_LOADING\":false,\"ELEMENT_POOL_DEFAULT_CAP\":75,\"EVENT_ID\":\"lbeBaqy8E7-p88EP__CdkQk\",\"EXPERIMENT_FLAGS\":{\"PremiumClientSharedConfig__enable_att_context_processor\":true,\"ab_det_apm\":true,\"ab_det_el_h\":true,\"ab_fk_sk_cl\":true,\"action_companion_center_align_description\":true,\"align_ask_youtube_input_on_focus\":true,\"allow_skip_networkless\":true,\"att_web_record_metrics\":true,\"attmusi\":true,\"attmusiw\":true,\"bg_st_hr\":true,\"browse_next_continuations_migration_playlist\":true,\"browse_reload_continuations_migration_home\":true,\"c3_enable_button_impression_logging\":true,\"c3_watch_page_component\":true,\"cancel_pending_navs\":true,\"channel_details_shelf_resize_observer\":true,\"check_user_lact_at_prompt_shown_time_on_web\":true,\"client_respect_autoplay_switch_button_renderer\":true,\"client_ui_enable_multi_track_audio_on_web_embedded_player\":true,\"cold_missing_history\":true,\"compress_gel\":true,\"config_age_report_killswitch\":true,\"course_hide_playlist_panel_shuffle_and_loop_buttons\":true,\"cow_optimize_idom_compat\":true,\"csi_on_gel\":true,\"dedupping_server_ve\":true,\"defer_menus\":true,\"defer_overlays\":true,\"delay_sheet_open_killswitch\":true,\"delhi_modern_web_player_compact_video_actions_controls\":true,\"delhi_modern_web_player_disable_frosted_glass\":true,\"delhi_modern_web_player_icons\":true,\"delhi_mweb_colorful_sd\":true,\"delhi_mweb_colorful_sd_v2\":true,\"delhi_web_player_use_external_playlist_panel\":true,\"deprecate_pair_servlet_enabled\":true,\"desktop_add_to_playlist_renderer_dialog_popup\":true,\"desktop_delay_player_resizing\":true,\"desktop_enable_dmpanel_click_drag_scroll\":true,\"desktop_enable_dmpanel_scroll\":true,\"desktop_enable_dmpanel_wheel_scroll\":true,\"desktop_enable_entity_suggest\":true,\"desktop_enable_new_video_metadata\":true,\"desktop_enable_scrollable_suggestions_panel\":true,\"desktop_enable_single_suggestion_highlight\":true,\"desktop_enable_suggestions_panel_padding\":true,\"desktop_enable_visual_suggest\":true,\"desktop_keyboard_capture_keydown_killswitch\":true,\"desktop_mix_use_sampled_color_for_bottom_bar\":true,\"desktop_mix_use_sampled_color_for_bottom_bar_search\":true,\"desktop_mix_use_sampled_color_for_bottom_bar_watch_next\":true,\"desktop_show_ios_smart_banner\":true,\"desktop_sparkles_light_cta_button\":true,\"desktop_use_new_history_manager\":true,\"disable_child_node_auto_formatted_strings\":true,\"disable_features_for_supex\":true,\"disable_legacy_desktop_remote_queue\":true,\"disable_log_to_visitor_layer\":true,\"disable_mention_encoded_channel_handle_in_post\":true,\"disable_mini_app_container_web_view_insets\":true,\"disable_pacf_logging_for_memory_limited_tv\":true,\"disable_super_chat_buy_button\":true,\"download_invalid_policy_error_handling\":true,\"embeds_desktop_enable_volume_slider\":true,\"enable_a11y_focus_fix_for_mac_panel_on_desktop\":true,\"enable_access_code_service_rpc\":true,\"enable_active_view_display_ad_renderer_web_home\":true,\"enable_ads_web_ep_buenos_aires_and_padding_fix\":true,\"enable_ai_disclosure_for_compact_landscape_image_web\":true,\"enable_ai_disclosure_for_compact_landscape_image_web_innertube\":true,\"enable_ai_disclosure_for_compact_landscape_no_button_web\":true,\"enable_ai_disclosure_for_compact_landscape_no_button_web_innertube\":true,\"enable_ai_disclosure_for_text_image_no_button_web\":true,\"enable_ai_disclosure_for_text_image_no_button_web_innertube\":true,\"enable_ai_disclosure_for_top_landscape_image_web\":true,\"enable_ai_disclosure_for_top_landscape_image_web_innertube\":true,\"enable_ai_disclosure_for_video_display_billboard_buttoned_web\":true,\"enable_ai_disclosure_for_video_display_billboard_buttoned_web_innertube\":true,\"enable_ai_disclosure_for_video_display_button_group_web\":true,\"enable_ai_disclosure_for_video_display_button_group_web_inne
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=eA9Zf2-qYYM",
"title": "Building AI Agents that actually work (Full Course)",
"category": "USER_PAIN",
"summary": "600.4K views - 5 months ago - YouTube - Greg Isenberg",
"fallback_evidence": false,
"content": "(function() {window.ytplayer={};\nytcfg.set({\"CLIENT_CANARY_STATE\":\"none\",\"DEVICE\":\"ceng\\u003dUSER_DEFINED\\u0026cos\\u003d%2Blocal+bounded+research\\u0026cplatform\\u003dDESKTOP\",\"DISABLE_YT_IMG_DELAY_LOADING\":false,\"ELEMENT_POOL_DEFAULT_CAP\":75,\"EVENT_ID\":\"lbeBavm-H529svsPrsursAE\",\"EXPERIMENT_FLAGS\":{\"PremiumClientSharedConfig__enable_att_context_processor\":true,\"ab_det_apb_b\":true,\"ab_det_apm\":true,\"ab_det_el_h\":true,\"action_companion_center_align_description\":true,\"align_ask_youtube_input_on_focus\":true,\"allow_skip_networkless\":true,\"att_web_record_metrics\":true,\"attmusi\":true,\"attmusiw\":true,\"bg_st_hr\":true,\"browse_next_continuations_migration_playlist\":true,\"browse_reload_continuations_migration_home\":true,\"c3_enable_button_impression_logging\":true,\"c3_watch_page_component\":true,\"cancel_pending_navs\":true,\"channel_details_shelf_resize_observer\":true,\"client_respect_autoplay_switch_button_renderer\":true,\"client_ui_enable_multi_track_audio_on_web_embedded_player\":true,\"cold_missing_history\":true,\"compress_gel\":true,\"config_age_report_killswitch\":true,\"course_hide_playlist_panel_shuffle_and_loop_buttons\":true,\"cow_optimize_idom_compat\":true,\"csi_on_gel\":true,\"dedupping_server_ve\":true,\"defer_menus\":true,\"defer_overlays\":true,\"delay_sheet_open_killswitch\":true,\"delhi_modern_web_player_compact_video_actions_controls\":true,\"delhi_modern_web_player_disable_frosted_glass\":true,\"delhi_modern_web_player_icons\":true,\"delhi_mweb_colorful_sd\":true,\"delhi_mweb_colorful_sd_v2\":true,\"delhi_web_player_use_external_playlist_panel\":true,\"deprecate_pair_servlet_enabled\":true,\"desktop_add_to_playlist_renderer_dialog_popup\":true,\"desktop_delay_player_resizing\":true,\"desktop_enable_dmpanel_click_drag_scroll\":true,\"desktop_enable_dmpanel_scroll\":true,\"desktop_enable_dmpanel_wheel_scroll\":true,\"desktop_enable_entity_suggest\":true,\"desktop_enable_new_video_metadata\":true,\"desktop_enable_scrollable_suggestions_panel\":true,\"desktop_enable_single_suggestion_highlight\":true,\"desktop_enable_suggestions_panel_padding\":true,\"desktop_enable_visual_suggest\":true,\"desktop_keyboard_capture_keydown_killswitch\":true,\"desktop_mix_use_sampled_color_for_bottom_bar\":true,\"desktop_mix_use_sampled_color_for_bottom_bar_search\":true,\"desktop_mix_use_sampled_color_for_bottom_bar_watch_next\":true,\"desktop_show_ios_smart_banner\":true,\"desktop_sparkles_light_cta_button\":true,\"desktop_use_new_history_manager\":true,\"disable_child_node_auto_formatted_strings\":true,\"disable_features_for_supex\":true,\"disable_legacy_desktop_remote_queue\":true,\"disable_log_to_visitor_layer\":true,\"disable_mention_encoded_channel_handle_in_post\":true,\"disable_mini_app_container_web_view_insets\":true,\"disable_pacf_logging_for_memory_limited_tv\":true,\"disable_super_chat_buy_button\":true,\"download_invalid_policy_error_handling\":true,\"embeds_desktop_enable_volume_slider\":true,\"enable_a11y_focus_fix_for_mac_panel_on_desktop\":true,\"enable_access_code_service_rpc\":true,\"enable_active_view_display_ad_renderer_web_home\":true,\"enable_ads_web_ep_buenos_aires_and_padding_fix\":true,\"enable_ai_disclosure_for_compact_landscape_image_web\":true,\"enable_ai_disclosure_for_compact_landscape_image_web_innertube\":true,\"enable_ai_disclosure_for_compact_landscape_no_button_web\":true,\"enable_ai_disclosure_for_compact_landscape_no_button_web_innertube\":true,\"enable_ai_disclosure_for_text_image_no_button_web\":true,\"enable_ai_disclosure_for_text_image_no_button_web_innertube\":true,\"enable_ai_disclosure_for_top_landscape_image_web\":true,\"enable_ai_disclosure_for_top_landscape_image_web_innertube\":true,\"enable_ai_disclosure_for_video_display_billboard_buttoned_web\":true,\"enable_ai_disclosure_for_video_display_billboard_buttoned_web_innertube\":true,\"enable_ai_disclosure_for_video_display_button_group_web\":true,\"enable_ai_disclosure_for_video_display_button_group_web_innertube\":true,\"enable_ai_disclosure_for_video_displa
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.activecampaign.com/blog/domain-reputation",
"title": "Domain Reputation: How It Works and How to Build a Positive\u2026",
"category": "EXISTING_PROTOCOLS",
"summary": "What is domain reputation, and how does it work? Learn how your sender reputation affects your deliverability \u2014 and how to keep that reputation high.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.06
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.linkedin.com/top-content/leadership/building-trust-in-teams/reputation-management-for-modern-teams/",
"title": "Reputation management for modern teams",
"category": "EXISTING_PROTOCOLS",
"summary": "\\n Strengthen team trust through consistent reliability and private actions. Trust builds over time, giving leadership and business strategic advantages.\\n\"}",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.09
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.naver.com/",
"title": "NAVER",
"category": "EXISTING_PROTOCOLS",
"summary": "\ub124\uc774\ubc84\ub294 \ub2e4\uc591\ud55c \uc815\ubcf4\uc640 \uc720\uc6a9\ud55c \ucee8\ud150\uce20\ub97c \uc81c\uacf5\ud558\ub294 \ub300\ud55c\ubbfc\uad6d \ub300\ud45c \ud3ec\ud138 \uc0ac\uc774\ud2b8\uc785\ub2c8\ub2e4.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://cryptonews.com/cryptocurrency/best-crypto-exchanges/",
"title": "Best Crypto Exchanges & Platforms for 2026",
"category": "EXISTING_PROTOCOLS",
"summary": "We review the 14 best crypto exchanges to help you get the lowest trading fees, widest range of cryptos to trade, and advanced trading tools.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.naver.co.kr/index.html",
"title": "www.naver.co.kr",
"category": "EXISTING_PROTOCOLS",
"summary": "\ubc29\ubb38 \uc911\uc778 \uc0ac\uc774\ud2b8\uc5d0\uc11c \uc124\uba85\uc744 \uc81c\uacf5\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://uk.hotels.com/?msockid=0081ddb916d8615a1dfdca0e174860e3",
"title": "Hotels.com - Deals & Discounts for Hotel Reservations from Luxury ...",
"category": "FAILED_PRECEDENTS",
"summary": "Hotels.com | Find cheap hotels and discounts when you book on Hotels.com. Compare hotel deals, offers and read unbiased reviews \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://uk.hotels.com/de555858/hotels-normanton-united-kingdom/?msockid=0081ddb916d8615a1dfdca0e174860e3",
"title": "Hotels in Normanton",
"category": "FAILED_PRECEDENTS",
"summary": "13 hours ago \u00b7 Stay 10 eligible nights to unlock rewards. Need a great hotel in Normanton? Check out Hotels.com to see the best \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.weather.go.kr/w/index.do",
"title": "\ud648 - \uae30\uc0c1\uccad \ub0a0\uc528\ub204\ub9ac",
"category": "FAILED_PRECEDENTS",
"summary": "\uc624\ub298~\ubaa8\ub808 \ub0a8\ubd80\uc9c0\ubc29\uacfc \uc81c\uc8fc\ub3c4 \uac15\ud558\uace0 \ub9ce\uc740 \ube44, \uc624\ub298 \uc911\ubd80\uc9c0\ubc29 \uc911\uc2ec \uc18c\ub098\uae30. (\uae30\uc0c1\uccad \uc608\ubcf4 26\ub144 8\uc6d4 15\uc77c 05\uc2dc \uae30\uc900) 2026\ub144 8\uc6d4 15\uc77c 05\uc2dc \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.linkedin.com/advice/0/your-brand-facing-major-crisis-after-product-recall-how-o0eae",
"title": "Rebuild Your Brand Post-Product Recall",
"category": "FAILED_PRECEDENTS",
"summary": "Navigate a brand crisis effectively with these key steps for reputation recovery after a product recall.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.06
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.weather.go.kr/weather/forecast/timeseries.jsp",
"title": "\uc608\ubcf4 \uc885\ud569 - \ub2e8\uae30\uc608\ubcf4 - \uae30\uc0c1\uccad \ub0a0\uc528\ub204\ub9ac",
"category": "FAILED_PRECEDENTS",
"summary": "\ud30c\uc774\uc5b4\ud3ed\uc2a4 (Firefox): \ube0c\ub77c\uc6b0\uc800 \uc0c1\ub2e8\uc5d0 \uc788\ub294 \uba54\ub274\uc5f4\uae30 > \uc124\uc815 > \uac1c\uc778 \uc815\ubcf4 \ubc0f \ubcf4\uc548 > \ucfe0\ud0a4 \ubc0f \uc0ac\uc774\ud2b8 \ub370\uc774\ud130 > Firefox\ub97c \ub2eb\uc744 \ub54c \ucfe0\ud0a4\uc640 \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://reputation.com/platform/reviews",
"title": "Review Management Software & Monitoring | Reputation",
"category": "FAILED_PRECEDENTS",
"summary": "Turn public feedback into growth. Centralize reviews from Google, Facebook, and more into one feed, automate requests, and use AI to reply instantly at scale.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.06
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.sporcle.com/games/tags/jurassicpark",
"title": "All Jurassic Park Quizzes, Trivia, and Games - Sporcle",
"category": "PAYMENT_MODELS",
"summary": "Play Jurassic Park quizzes on Sporcle, the world's largest quiz community. There's a Jurassic Park quiz for everyone.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.linkedin.com/company/openfort",
"title": "Openfort | LinkedIn",
"category": "PAYMENT_MODELS",
"summary": "Openfort | 1 028 sleduj\u00edc\u00ed u\u017eivatel na LinkedIn. Build stablecoin products that scale in weeks, not months. | Openfort is a wallet infrastructure solution that helps companies build for the stablecoin economy without vendor lock-in and\u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.11
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.ultimatequizquestions.com/jurassic-park-quiz/",
"title": "Ultimate Jurassic Park Quiz Questions and Answers",
"category": "PAYMENT_MODELS",
"summary": "Jan 14, 2026 \u00b7 Are you the ultimate Jurassic Park fan? Then take our Jurassic Park quiz to test your knowledge of the original \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://spadlizhrusky.brontosaurus.cz/category/uncategorized/page/23/",
"title": "Uncategorized \u2013 23. str\u00e1nka \u2013 Tvo\u0159\u00edme zdravou krajinu",
"category": "PAYMENT_MODELS",
"summary": "Slot simple machine return-to-player ( RTP) percent bunley dramatic, from a lowspirited every bit lxxxv% to ended 99%. Versuch aus hohe RTP einarmiger Bandit signifikant verbessert langfristig Aussicht, obwohl kurzfristig Unvorhersehbarkeit\u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.09
},
{
"type": "public_web",
"source": "searxng",
"url": "https://javynow.com/",
"title": "JavyNow",
"category": "PAYMENT_MODELS",
"summary": "JavyNow.com has been delivering Japanese free porn videos including HD since 2014. The JavyNow team is always updating and \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://javynow.com/?s=v",
"title": "JavyNow",
"category": "PAYMENT_MODELS",
"summary": "Daily free Japanese porn videos! gwegerwh416\u3010\u63d0\u643a\u8a31\u8afe\u8a31\u53ef\u30b5\u30a4\u30c8\u306e\u307f\u4f7f\u7528\u53ef \uff08\u4ed6\u30b5\u30a4\u30c8\u5f15\u7528\u4e0d\u53ef\uff09\u3011 Porn Videos - Tube8",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.initial.co.uk/washroom/vending-machine/",
"title": "Washroom Vending Machines | Toilet Vending Machines | Initial\u2026",
"category": "PAYMENT_MODELS",
"summary": "While many modern offices are pivoting towards contactless payment vending machines, the reliability of a traditional coin-operated washroom vending machine remains a popular, high-traffic choice for many commercial environments.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.09
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.zhihu.com/question/21040260",
"title": "\u5982\u4f55\u6253\u2022\uff1f - \u77e5\u4e4e",
"category": "TOKEN_MODELS",
"summary": "\u5982\u4f55\u5728\u8f93\u5165\u6cd5\u91cc\u8f93\u5165\u8fd9\u4e2a\u7b26\u53f7\uff1fGoogle\u4e86\u5f88\u591a\u53d1\u73b0\u90fd\u4e0d\u5bf9",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.zhihu.com/question/406310327",
"title": "\u5982\u4f55\u5f3a\u5236\u64ad\u653e Netflix 1080P \u6e05\u6670\u5ea6\u89c6\u9891\uff1f - \u77e5\u4e4e",
"category": "TOKEN_MODELS",
"summary": "\u5df2\u7ecf\u5f00\u901a\u4e86 Netflix \u9ad8\u7ea7\u4f1a\u5458\uff0c\u5e76\u4e14\u5728\u8bbe\u7f6e\u91cc\u9009\u62e9\u4e86\u8d85\u6e05\u6e05\u6670\u5ea6\uff0c\u4e3a\u4ec0\u4e48\u64ad\u653e\u89c6\u9891\u8fd8\u662f\u4e0d\u6e05\u6670\u5462\uff1f",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://stackoverflow.com/questions/54632194/is-it-possible-to-filter-only-productvisualsearch-from-specified-website-in-azur",
"title": "Is it possible to filter only ProductVisualSearch from specified ...",
"category": "TOKEN_MODELS",
"summary": "Feb 11, 2019 \u00b7 I have implemented a basic HTML version of Bing Visual Search from this tutorial. I want to fetch only \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://stackoverflow.com/questions/334490/uninstall-without-an-msi-file",
"title": "windows - Uninstall without an MSI file - Stack Overflow",
"category": "TOKEN_MODELS",
"summary": "Dec 19, 2016 \u00b7 Sort by date and search in the latest created folders for an MSI file that could belong to the software that you want to \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.linkedin.com/company/verisurf",
"title": "Verisurf Software, Inc. | LinkedIn",
"category": "TOKEN_MODELS",
"summary": "CAD/CAM, Tool Building, Inspection, Metrology, Reverse Engineering, 3D Scanning, Laser Tracker, Laser Radar, Laser Scanner, CMM, PCMM, Portable Metrology, CMM Programming, Coordinate Measuring Machine, FARO Scanning, Leica Laser Tracker\u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.06
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.zhihu.com/question/447253187",
"title": "\u6709\u4ec0\u4e48\u63a8\u8350\u7684\u5c40\u57df\u7f51\uff08\u65e0\u5916\u7f51\uff09\u8fdc\u7a0b\u684c\u9762\u8f6f\u4ef6\uff1f - \u77e5\u4e4e",
"category": "STAKING_MODELS",
"summary": "\u5411\u65e5\u8475\u548cTeamViewer\u9700\u8981\u767b\u5f55ID\u624d\u80fd\u4f7f\u7528\uff0c\u5f53\u53ea\u6709\u5c40\u57df\u7f51\uff08\u6ca1\u6709\u4e92\u8054\u7f51\uff09\u7684\u65f6\u5019\u65e0\u6cd5\u4f7f\u7528\u3002\u98de\u79cb\u53ef\u4ee5\u67e5\u770b\u5bf9\u65b9\u684c\u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://ithelp.ithome.com.tw/questions/10214285",
"title": "ANYDESK \u5982\u4f55\u8b93\u87a2\u5e55\u5927\u4e00\u9ede - iT \u90a6\u5e6b\u5fd9::\u4e00\u8d77\u5e6b\u5fd9\u89e3\u6c7a\u96e3\u984c\uff0c\u62ef\u6551 IT \u4eba \u2026",
"category": "STAKING_MODELS",
"summary": "Sep 26, 2023 \u00b7 ANYDESK \u5982\u4f55\u8b93\u87a2\u5e55\u5927\u4e00\u9ede\u539f\u672c\u5de6\u53f3\u5169\u908a\u7684\u7070\u8272\u90e8\u5206\u5f88\u5c11\u53ef\u662f\u67d0\u6b21\u88ab\u9023\u7dda\u96fb\u8166\u7576\u6a5f\u5f8cANYDESK\u7a81\u7136\u5c31\u8b8a\u6210\u7070\u8272\u7684\u90e8 \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=q3I0LO1spnA",
"title": "Proof of Stake (PoS) Explained | Validators, Staking, Slashing & Ethereum PoS | Blockchain Consensus",
"category": "STAKING_MODELS",
"summary": "In this video, we explain the **Proof of Stake (PoS) Consensus Mechanism** used in blockchain and Distributed Ledger ... // Source: Youtube // Channel: At A Glance!",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=Y0tOWt8qDlw",
"title": "Solana Staking vs Ethereum Staking: Yields, Slashing, Lock-ups",
"category": "STAKING_MODELS",
"summary": "Solana staking pays roughly five and a half to six per cent and Ethereum roughly three, but those figures are measured differently: ... // Source: Youtube // Channel: Chain Sense",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"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_MODELS",
"summary": "21.7K views - 11 months ago - YouTube - CEX.IO",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=YWhXPQsWbgc",
"title": "Staking Rewards vs. Risks: What You Need to Know",
"category": "STAKING_MODELS",
"summary": "Learn how cryptocurrency staking works and evaluate if the potential rewards justify the inherent risks to your digital assets. // Source: Youtube // Channel: 0xUnstuck",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://crowdworks.jp/login?msockid=174017f517c467a320c20042168a66bc",
"title": "\u30ed\u30b0\u30a4\u30f3\u3010\u30af\u30e9\u30a6\u30c9\u30ef\u30fc\u30af\u30b9\u3011",
"category": "SLASHING_PRECEDENTS",
"summary": "\u30b9\u30ad\u30eb\u3092\u6301\u3064\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u306b1\u6642\u9593\u304b\u3089\u4ed5\u4e8b\u3092\u6c17\u8efd\u306b\u767a\u6ce8\uff01\u767a\u6ce8\u8005\u306f\u624b\u6570\u6599\u7121\u6599\u3002",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.linkedin.com/top-content/sales/common-sales-mistakes/costly-email-errors-that-hurt-brand-revenue/",
"title": "Costly email errors that hurt brand revenue",
"category": "SLASHING_PRECEDENTS",
"summary": "Costly email errors that hurt brand revenue refer to mistakes in email marketing campaigns that lead to lost sales, damaged reputation, and reduced customer engagement.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.09
},
{
"type": "public_web",
"source": "searxng",
"url": "https://crowdworks.jp/?msockid=174017f517c467a320c20042168a66bc",
"title": "\u30af\u30e9\u30a6\u30c9\u30bd\u30fc\u30b7\u30f3\u30b0\u30fb\u4ed5\u4e8b\u4f9d\u983c\u30fb\u6c42\u4eba\u60c5\u5831\u306f\u65e5\u672c\u6700\u5927\u7d1a\u306e ...",
"category": "SLASHING_PRECEDENTS",
"summary": "\u65e5\u672c\u6700\u5927\u7d1a\u306e\u30af\u30e9\u30a6\u30c9\u30bd\u30fc\u30b7\u30f3\u30b0\u300c\u30af\u30e9\u30a6\u30c9\u30ef\u30fc\u30af\u30b9\u300d\u5b9f\u7e3e\u306e\u3042\u308b\u30d7\u30ed\u306b\u4f9d\u983c\u30fb\u767a\u6ce8\u3067\u304d\u308b\u304b\u3089\u5b89\u5fc3\u30af\u30aa\u30ea\u30c6\u30a3\u30fc\u3067\u3069\u3053\u3088\u308a\u3082\u65e9\u304f \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.muni.cz/vyzkum/publikace/2547218",
"title": "How to destroy a king\u2019s reputation. Formation and Spreading of\u2026",
"category": "SLASHING_PRECEDENTS",
"summary": "How to destroy a king\u2019s reputation. Formation and Spreading of Medieval (Anti)royal Propaganda \u2013 The Case of King Wenceslas IV. (1361\u20131419) - GA16-14990S",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=SbUVIOpjWo0",
"title": "Crypto Education - Slashing Explained | Animation | Cryptomatics",
"category": "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": "noisy or low-evidence source",
"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": "SLASHING_PRECEDENTS",
"summary": "30 views - 3 months ago - YouTube - Blockspot",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=mFfxE6M_AXU",
"title": "Slashing",
"category": "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": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=T3y_lfe5OKE",
"title": "\"Slashing\" in staking can...",
"category": "SLASHING_PRECEDENTS",
"summary": "Xenea is an EVM-compatible Layer 1 blockchain with integrated autonomous decentralized storage. Airdrop Link: ... // Source: Youtube // Channel: All Crypto Tips",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.linkedin.com/pulse/machines-talking-you-how-geo-redefining-reputation-jesse-farley-1uztc",
"title": "The Machines Are Talking About You: How GEO Is Redefining Reputation ...",
"category": "PROVIDER_ECONOMICS",
"summary": "The \ue000Machines\ue001 Are Talking About You: How GEO Is Redefining \ue000Reputation\ue001 ...",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://inncelerator.com/blogs/inncelerator-blog/how-ai-and-machine-learning-are-shaping-the-future-of-brand-reputation-management",
"title": "How AI and Machine Learning Are Shaping the Future of Brand Rep\u2026",
"category": "PROVIDER_ECONOMICS",
"summary": "How AI and \ue000Machine\ue001 Learning Are Shaping the Future of Brand \ue000Reputation\ue001 ...",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.06
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.scirp.org/journal/paperinformation?paperid=144608",
"title": "A Bridge between the 5th and 6th Waves of Innovation: Reputational ...",
"category": "PROVIDER_ECONOMICS",
"summary": "",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.08
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.questionpro.com/blog/medallia-vs-qualtrics/",
"title": "Medallia vs Qualtrics: Experience Management Platforms Review",
"category": "PROVIDER_ECONOMICS",
"summary": "",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"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": "noisy or low-evidence source",
"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": "noisy or low-evidence source",
"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": "noisy or low-evidence source",
"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": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://forum.vivaldi.net/topic/37179/web-whatsapp-com?page=2",
"title": "web.whatsapp.com - Vivaldi Forum",
"category": "NETWORK_BOOTSTRAP",
"summary": "Sep 17, 2019 \u00b7 Join the Vivaldi Community to connect with friends from around the world and discuss technology, the future of the \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.ipqualityscore.com/domain-reputation",
"title": "Instant Domain Reputation Lookup | Identify Risky Domains",
"category": "NETWORK_BOOTSTRAP",
"summary": "Perform a free domain reputation test to detect suspicious or compromised domains and access powerful risk insights with IPQS domain reputation API.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.09
},
{
"type": "public_web",
"source": "searxng",
"url": "https://forum.vivaldi.net/topic/113545/whatsapp.com-web-use-another-browser-browser-unsupported-for-whatsapp-web",
"title": "whatsapp.com Web - use another Browser - Browser unsupported for ...",
"category": "NETWORK_BOOTSTRAP",
"summary": "Nov 19, 2025 \u00b7 Hi, whatsapp.com - site indicates that you should use a different browser for Whatsapp Web. Any Solutions ? \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://scienceon.kisti.re.kr/srch/selectPORSrchPatent.do?cn=USP2016059344888",
"title": "[\ud2b9\ud5c8]Machine-to-machine network assisted bootstrapping",
"category": "NETWORK_BOOTSTRAP",
"summary": "Starsinic, Michael F., Lu, Guang, Palanisamy, Suresh, Li, Qing, Seed, Dale N.United States(US) Patent \ub4f1\ub85dH04W-012/06 IPC \uc0c1\uc138 H04L-029/06 IPC \uc0c1\uc138 H04L-029/08 IPC \uc0c1\uc138 H04W-004/00 IPC \uc0c1\uc138 H04W-012/04 IPC \uc0c1\uc138",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.06
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=UZH8beyHrY0",
"title": "Yield Farming & Bootstrapping Liquidity | Ethereal Sessions 002",
"category": "NETWORK_BOOTSTRAP",
"summary": "What is yield farming, aka liquidity mining? What are the pros and cons? How does one benefit from it? We'll unlock these ... // Source: Youtube // Channel: Ethereal Summit",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=GBDLeJg0pvw",
"title": "Explore Crypto Supply and Demand with Jamie Coutts",
"category": "NETWORK_BOOTSTRAP",
"summary": "1.1K views - May 22, 2024 - YouTube - CryptoQuant",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=-C7dZgmWODg",
"title": "How to think about savings rates in crypto",
"category": "NETWORK_BOOTSTRAP",
"summary": "Introduction Lending and borrowing cryptocurrencies is becoming an increasingly important sub-sector of the crypto industry, one ... // Source: Youtube // Channel: Tyler",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=3icaO1CKj-Q",
"title": "Supply & Demand Crypto Trading Strategy Explained (Supply & Demand Concepts)",
"category": "NETWORK_BOOTSTRAP",
"summary": "312 views - Apr 28, 2024 - YouTube - Trading Soldier",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://web.archive.org/web/20190829092926/http://www.itif.org/files/2009-designed-for-change.pdf",
"title": "Designed for Change",
"category": "ONCHAIN_ALTERNATIVES",
"summary": "The Influence of CYCLADES on Subsequent Networks ......11 C. The Connectionless vs. Connection-Oriented... it on a standard, world-wide platform at minimal expense is an essential part of the Internet\u2019s appeal and... built on negative principles\u2014prohibitions on taking action\u2014is a serious misunder- standing of how the...",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://stackoverflow.com/questions/65825729/image-from-open-graph-is-not-appearing-in-telegram-viber",
"title": "Image from Open Graph is not appearing in Telegram/Viber",
"category": "ONCHAIN_ALTERNATIVES",
"summary": "Jan 21, 2021 \u00b7 The last few days I have been trying to figure out why Telegram and Viber do not display the og:image from the \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://stackoverflow.com/questions/2078710/android-adb-access-to-application-databases-without-root",
"title": "Android ADB access to application databases without root",
"category": "ONCHAIN_ALTERNATIVES",
"summary": "Can anyone tell me, is it possible to use the ADB to pull and push a database from an app, without root privileges on the phone? For \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://sports.yahoo.co.jp/",
"title": "\u30b9\u30dd\u30fc\u30c4\u30ca\u30d3",
"category": "OFFCHAIN_ALTERNATIVES",
"summary": "\u73fe\u5728JavaScript\u304c\u7121\u52b9\u3067\u3059\u3002 \u30b9\u30dd\u30fc\u30c4\u30ca\u30d3\u306e\u3059\u3079\u3066\u306e\u6a5f\u80fd\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306b\u306f\u3001JavaScript\u306e\u8a2d\u5b9a\u3092\u6709\u52b9\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.zdnet.com/article/what-is-machine-learning-everything-you-need-to-know/",
"title": "What is machine learning? Everything you need to know | Zdnet",
"category": "OFFCHAIN_ALTERNATIVES",
"summary": "16. 12. 2020The Internet of Things has come a long way in the past five years, but it's about to get a big upgrade from machine learning, artificial intelligence, and 5G networks.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.yahoo.co.jp/",
"title": "Yahoo! JAPAN",
"category": "OFFCHAIN_ALTERNATIVES",
"summary": "\u4e3b\u306a\u30b5\u30fc\u30d3\u30b9 \u30b7\u30e7\u30c3\u30d4\u30f3\u30b0 \u30aa\u30fc\u30af\u30b7\u30e7\u30f3 \u30d5\u30ea\u30de ZOZOTOWN LOHACO \u30c8\u30e9\u30d9\u30eb \u4e00\u4f11.com \u4e00\u4f11.com\u30ec\u30b9\u30c8\u30e9\u30f3 \u3075\u308b\u3055\u3068\u7d0d\u7a0e \u51fa \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://en.wikipedia.org/wiki/Wikipedia:Requested_articles/Applied_arts_and_sciences/Computer_science,_computing,_and_Internet",
"title": "Wikipedia:Requested articles/Applied arts and sciences/Computer\u2026",
"category": "OFFCHAIN_ALTERNATIVES",
"summary": "Also, when adding a request, please include as much information as possible (such as webpages, articles, or other reference material) so editors can find and distinguish your request from an already-created article.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.autocar.jp/post/1235530",
"title": "\u30d5\u30a9\u30eb\u30af\u30b9\u30ef\u30fc\u30b2\u30f3\u65b0\u578b\u300eID.3\u30cd\u30aa\u300f\u767a\u8868 \u5168\u9762\u7684\u306b\u5237\u65b0\u3055\u308c\u305f ...",
"category": "OFFCHAIN_ALTERNATIVES",
"summary": "Apr 16, 2026 \u00b7 \u30d5\u30a9\u30eb\u30af\u30b9\u30ef\u30fc\u30b2\u30f3\u306f\u4e3b\u529bEV\u300eID.3\u300f\u306e\u6539\u826f\u578b\u3068\u3057\u3066\u3001\u300eID.3\u30cd\u30aa\u300f\u3092\u767a\u8868\u3057\u307e\u3057\u305f\u3002 \u5927\u5bb9\u91cf\u30d0\u30c3\u30c6\u30ea\u30fc\u3001\u5ba4\u5185\u306e\u4f7f \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=EOpTvsK6jq0",
"title": "Nautilus: Verifiable offchain compute on Sui - YouTube",
"category": "OFFCHAIN_ALTERNATIVES",
"summary": "5. 6. 2025829 zhl\u00e9dnut\u00edNautilus brings verifiable offchain computation to Sui using trusted execution environments (TEEs), starting with AWS Nitro Enclaves. Developers can run sens...",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.volkswagen.co.jp/ja.html",
"title": "\u30d5\u30a9\u30eb\u30af\u30b9\u30ef\u30fc\u30b2\u30f3\u516c\u5f0f\u30b5\u30a4\u30c8",
"category": "OFFCHAIN_ALTERNATIVES",
"summary": "\u30d5\u30a9\u30eb\u30af\u30b9\u30ef\u30fc\u30b2\u30f3\u306e\u8a8d\u5b9a\u4e2d\u53e4\u8eca\u3001\u201cCertified Pre-Owned\u201d\u306f\u3001\u6b63\u898f\u30c7\u30a3\u30fc\u30e9\u30fc\u306b\u304a\u3044\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u898f\u5b9a\u306e\u3082\u3068\u54c1\u8cea\u30c1\u30a7\u30c3\u30af\u3001\u6574\u5099 \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.pikist.com/en-clipart-hznbt",
"title": "Computer Security Incident Management, digital Forensics, touch Id, scan, Security hacker, ipad Pro, Fing....",
"category": "SECURITY_INCIDENTS",
"summary": "Risk management framework, touch Id, Biometrics, Fingerprint, Vision, computer Security, technical Support, spiral, system, information",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.11
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.microsoft.com/en-us/windows/help-and-support?msockid=1269d182d4e16e6b0d9cc635d5276f6d",
"title": "Windows Help & Support: Find Quick Answers & Helpful Resources ...",
"category": "SECURITY_INCIDENTS",
"summary": "Find the Windows help and support you need. From account setup to device support, search for quick answers and helpful resources \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://support.google.com/youtube/answer/7682560?hl=en",
"title": "YouTube Creator Awards",
"category": "SECURITY_INCIDENTS",
"summary": "YouTube Creator Awards are our way of recognizing the extraordinary effort creators put into their growing channels and to build \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.06
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.linkedin.com/company/clear-trust-cc",
"title": "ClearTrust | LinkedIn",
"category": "SECURITY_INCIDENTS",
"summary": "Fraud rings exploit this gap using proxy networks and device masking to dump Sophisticated Invalid Traffic (SIVT) into your highest-volume channels. Enforcing a weaker stance here opens up major gaps.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.06
},
{
"type": "public_web",
"source": "searxng",
"url": "https://support.google.com/youtubetv/?hl=en",
"title": "YouTube TV Help - Google Help",
"category": "SECURITY_INCIDENTS",
"summary": "Official YouTube TV Help Center where you can find tips and tutorials on using YouTube TV and other answers to frequently asked \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.pindrop.com/article/defending-businesses-with-deepfake-detection/",
"title": "Defending Businesses with Deepfake Detection | Pindrop",
"category": "SECURITY_INCIDENTS",
"summary": "Stay ahead of fraud with deepfake detection. Discover effective tools and strategies to help protect your organization against new threats.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.06
},
{
"type": "public_web",
"source": "searxng",
"url": "https://veriforce.com/",
"title": "Supply Chain Risk Management (SCRM) Solutions & Software\u2026",
"category": "LEGAL_REGULATORY",
"summary": "Leading supply chain risk management (SCRM) software solution for global companies with complex supply chains. Discover contractor management, OQ, and more.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.06
},
{
"type": "public_web",
"source": "searxng",
"url": "https://contents.premium.naver.com/",
"title": "\ub124\uc774\ubc84 \ud504\ub9ac\ubbf8\uc5c4\ucf58\ud150\uce20",
"category": "LEGAL_REGULATORY",
"summary": "\ub124\uc774\ubc84 (\uc8fc) \uc0ac\uc5c5\uc790 \uc815\ubcf4 \ub300\ud45c\uc774\uc0ac \ucd5c\uc218\uc5f0 \uc0ac\uc5c5\uc790\uc815\ubcf4\ud655\uc778 \uc8fc\uc18c \uacbd\uae30\ub3c4 \uc131\ub0a8\uc2dc \ubd84\ub2f9\uad6c \uc815\uc790\uc77c\ub85c 95, NAVER 1784, 13561 \uc804\ud654\ubc88\ud638 1588 \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=MjQAZ2sINbE",
"title": "Why Does Crypto Staking Slashing Happen? - All About Crypto Exchanges",
"category": "LEGAL_REGULATORY",
"summary": "Why Does Crypto Staking Slashing Happen? Are you curious about how crypto staking works and what causes slashing to ... // Source: Youtube // Channel: All About Crypto Exchanges",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=qMgbJM0BiR4",
"title": "What Is Slashing In Crypto Exchange Staking? - All About Crypto Exchanges",
"category": "LEGAL_REGULATORY",
"summary": "What Is Slashing In Crypto Exchange Staking? Are you curious about how crypto exchanges manage your assets and what risks ... // Source: Youtube // Channel: All About Crypto Exchanges",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=W_63MmY3cOQ",
"title": "Crypto Staking Risk (Very Important!)",
"category": "LEGAL_REGULATORY",
"summary": "Crypto Staking: Polkadot, Atom, Avax DISCLAIMER: This is NOT financial or legal advice. I am just offering my opinions. I am not ... // Source: Youtube // Channel: The Bitcoin Express",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=xR4lBKrHDQY",
"title": "Top Staking Strategies 2025",
"category": "LEGAL_REGULATORY",
"summary": "Crypto staking in 2025 has evolved into one of the most important passive income strategies in the digital asset world. // Source: Youtube // Channel: Crypto Robot",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.kaskus.co.id/post/64a408fc26416c27216aad88",
"title": "Bokep Jepang: Daftar Rumah Produksi Keren! | KASKUS",
"category": "TOKEN_LAUNCH_PRECEDENTS",
"summary": "Jul 4, 2023 \u00b7 Rumah produksi bokep Jepang memiliki peran penting dalam industri hiburan dewasa. Lebih daripada itu, industri ini \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.tumblr.com/reputationdefender/tagged/marketing",
"title": "#marketing \u2013 @reputationdefender on Tumblr",
"category": "TOKEN_LAUNCH_PRECEDENTS",
"summary": "There are specialized companies that have become proficient in helping other companies achieve the aforementioned goals; nonetheless, since money is an issue, especially for small businesses, the sheer array of tools allows, some of them\u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://m.kaskus.co.id/thread/000000000000000013001072/11-film-lama-tempo-dulu-indonesia-yang-beradegan-mesum--rada-bb/",
"title": "11 film lama tempo dulu Indonesia yang beradegan mesum ! rada BB",
"category": "TOKEN_LAUNCH_PRECEDENTS",
"summary": "alhamdulillah ane udahkesana-kemari nggak 11 film lama tempo dulu Indonesia yang beradegan mesum Tahukah anda bahwa film \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://coinmarketcap.com/",
"title": "Cryptocurrency Prices, Charts And Market Capitalizations | CoinMarketCap",
"category": "TOKEN_LAUNCH_PRECEDENTS",
"summary": "Top cryptocurrency prices and charts, listed by market capitalization. Free access to current and historic data for Bitcoin and thousands of altcoins.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.09
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.zhihu.com/question/2047324900080051711",
"title": "\u7f51\u53cb\u8c03\u4f83 Gemini \u4e3a\u5317\u7f8e\u5927\u8c46\u5305\uff0c\u79f0\u5176\u4e3a\u6700\u8822 AI\uff0c\u4e3a\u4ec0\u4e48\u4f1a ...",
"category": "PRE_TOKEN_MONETIZATION_PRECEDENTS",
"summary": "Jun 8, 2026 \u00b7 \u9274\u5b9a\u4e3a\u6ca1\u7528\u8fc7\u771f\u6b63\u7684\u8c46\u5305. \u8bd5\u4e86\u4e00\u6b21\u90fd\u611f\u89c9\u9707\u60ca\uff0c Gemini \u81f3\u5c11\u4e0d\u4f1a\u80e1\u8bf4\u516b\u9053\uff0c\u8c46\u5305ai\u5e7b\u89c9\u548c\u80e1\u7f16\u4e71\u9020\u7684\u7a0b\u5ea6\u9ad8\u7684\u5413\u4eba. \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.zhihu.com/question/2062826526534530521",
"title": "\u8c46\u5305\u6ca1\u88abDeepSeek\u65a9\u6740\u7684\u771f\u6b63\u539f\u56e0\u662f\u4ec0\u4e48\uff1f - \u77e5\u4e4e",
"category": "PRE_TOKEN_MONETIZATION_PRECEDENTS",
"summary": "Jul 22, 2026 \u00b7 \u8c46\u5305\u76f4\u63a5\u5185\u5d4c\u5728\u6296\u97f3\u548c\u4eca\u65e5\u5934\u6761\u91cc\uff0c\u70b9\u5f00\u5c31\u80fd\u7528\uff0c\u4e0d\u9700\u8981\u6ce8\u518c\u65b0\u8d26\u53f7\uff0c\u4e0d\u9700\u8981\u5b66\u4e60prompt\u6280\u5de7\u3002 \u5bf9\u8fd9\u7fa4\u4eba\u6765 \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.tops.hk/en/pfsense-firmware-os/reputation-defense.html",
"title": "Ai Defense Matrix",
"category": "PRE_TOKEN_MONETIZATION_PRECEDENTS",
"summary": "Live Reputation Defense. Prevent Ransomware, Hacker. Malware, DDoS protection.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=81JbmGEnpTI",
"title": "Revenue Coin - $RVC, The Worlds First Revenue Token!",
"category": "PRE_TOKEN_MONETIZATION_PRECEDENTS",
"summary": "Thank You For Watching! Remember to subscribe and hit the bell \" \" icon! Your support means everything to us! // Source: Youtube // Channel: KIFS Crypto",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=ATPBDb807Go",
"title": "What is Crypto Pre-Market and How to Securely Trade Pre-Launch Tokens?",
"category": "PRE_TOKEN_MONETIZATION_PRECEDENTS",
"summary": "4.2K views - Jul 23, 2025 - YouTube - BingX",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=nfqU3wU4L_0",
"title": "How To BUY $BIO BIO PROTOCOL PRE TOKEN CRYPTO COIN",
"category": "PRE_TOKEN_MONETIZATION_PRECEDENTS",
"summary": "Welcome to Token Tutorials! In this video, I will show you How To BUY $BIO BIO PROTOCOL PRE TOKEN CRYPTO COIN ... // Source: Youtube // Channel: Token Tutorials",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=3GvWpb-1YDo",
"title": "Stop Buying Ghost Tokens: Understanding Real Value Capture",
"category": "PRE_TOKEN_MONETIZATION_PRECEDENTS",
"summary": "231 views - 1 month ago - YouTube - The Node Net",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
}
],
"source_count": 22,
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"page_fetch_count": 10,
"search_result_count": 116,
"coverage": {
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"EXISTING_PROTOCOLS": true,
"FAILED_PRECEDENTS": false,
"PAYMENT_MODELS": false,
"TOKEN_MODELS": true,
"STAKING_MODELS": true,
"SLASHING_PRECEDENTS": false,
"PROVIDER_ECONOMICS": false,
"NETWORK_BOOTSTRAP": false,
"ONCHAIN_ALTERNATIVES": true,
"OFFCHAIN_ALTERNATIVES": false,
"SECURITY_INCIDENTS": true,
"LEGAL_REGULATORY": false,
"TOKEN_LAUNCH_PRECEDENTS": false,
"PRE_TOKEN_MONETIZATION_PRECEDENTS": false
},
"coverage_ratio": 0.4,
"category_coverage_confidence": {
"USER_PAIN": "HIGH",
"EXISTING_PROTOCOLS": "HIGH",
"FAILED_PRECEDENTS": "LOW",
"PAYMENT_MODELS": "LOW",
"TOKEN_MODELS": "HIGH",
"STAKING_MODELS": "HIGH",
"SLASHING_PRECEDENTS": "LOW",
"PROVIDER_ECONOMICS": "LOW",
"NETWORK_BOOTSTRAP": "LOW",
"ONCHAIN_ALTERNATIVES": "HIGH",
"OFFCHAIN_ALTERNATIVES": "LOW",
"SECURITY_INCIDENTS": "HIGH",
"LEGAL_REGULATORY": "LOW",
"TOKEN_LAUNCH_PRECEDENTS": "LOW",
"PRE_TOKEN_MONETIZATION_PRECEDENTS": "LOW"
},
"source_provider_health": "SEARCH_WORKED",
"search_engine_health": {
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"UNAVAILABLE": 6,
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"CAPTCHA": 145,
"TIMEOUT": 2,
"PROTOCOL_ERROR": 26
},
"source_acceptance_rate": 0.19,
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"unverified_categories": [
"FAILED_PRECEDENTS",
"PAYMENT_MODELS",
"SLASHING_PRECEDENTS",
"PROVIDER_ECONOMICS",
"NETWORK_BOOTSTRAP",
"OFFCHAIN_ALTERNATIVES",
"LEGAL_REGULATORY",
"TOKEN_LAUNCH_PRECEDENTS",
"PRE_TOKEN_MONETIZATION_PRECEDENTS"
]
},
"research_confidence": "EVIDENCE_INSUFFICIENT",
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},
{
"proposal_id": "4e9100af-5479-4dcb-a9df-b549c6de02a4",
"company": "VeriChain Attestation Exchange",
"one_line_thesis": "A decentralized marketplace where independent auditors stake capital to attest to real-world data integrity, enabling trustless verification of off-chain events without centralized intermediaries.",
"product_thesis": "The product is a smart contract framework that allows data producers (e.g., IoT sensor networks, supply chain logs) to request attestations from a pool of specialized validators. Validators commit to verifying specific data points (e.g., 'temperature did not exceed 40C') and stake a bond. If the data is later proven false via oracle dispute or consensus, the validator is slashed. If true, they earn fees. This creates a financial incentive for high-fidelity, low-latency real-world data verification.",
"protocol_thesis": "Current oracle solutions are either centralized (Chainlink nodes) or rely on simple majority voting which is vulnerable to collusion. VeriChain introduces a 'Proof of Attestation' mechanism where validators must provide cryptographic proofs of their data collection process (e.g., signed sensor logs) before submitting the final value. Disputes are resolved via a decentralized court of expert validators who review the raw evidence. This shifts trust from 'who is the oracle' to 'what is the evidence'.",
"user": "Primary users are DeFi protocols and DAOs requiring verified real-world data (e.g., weather derivatives, carbon credit verification, supply chain compliance) that cannot rely on single-source oracles. Secondary users are professional auditors and data scientists who stake capital to earn yield from their expertise and reputation.",
"pre_token_business": "Sell useful product/network access before native token issuance using fiat/stablecoin credits, paid beta, subscription, or legally reviewed membership. No native token required.",
"pre_token_monetization": "STABLECOIN_USAGE_FEES",
"pre_token_monetization_potential": 70.0,
"pre_token_revenue_ladder": {
"1000": "sell small paid beta/API-credit packages",
"5000": "10-25 paid beta users or usage-credit customers",
"10000": "recurring API/subscription/service-credit revenue without native token"
},
"protocol_economy": "Current oracle solutions are either centralized (Chainlink nodes) or rely on simple majority voting which is vulnerable to collusion. VeriChain introduces a 'Proof of Attestation' mechanism where validators must provide cryptographic proofs of their data collection process (e.g., signed sensor logs) before submitting the final value. Disputes are resolved via a decentralized court of expert validators who review the raw evidence. This shifts trust from 'who is the oracle' to 'what is the evidence'.",
"token_economy": "The VERI token is the native asset used for staking, fee payment, and governance. It represents a claim on the protocol's revenue and a security bond for validators. The token's value is derived from the demand for verified data and the risk-adjusted yield earned by stakers.",
"token_thesis": "The VERI token is the native asset used for staking, fee payment, and governance. It represents a claim on the protocol's revenue and a security bond for validators. The token's value is derived from the demand for verified data and the risk-adjusted yield earned by stakers.",
"why_onchain": "Scores onchain necessity from trust-minimized coordination, settlement, staking/slashing, attestations, and multi-party neutrality.",
"why_token": "The product materially needs on-chain collateral, fee escrow, and slashing mechanics, but it does not clearly need a proprietary VERI token. Validator staking can be denominated in stablecoins or other high-quality collateral, which may improve security by reducing volatility and making slashing amounts easier to reason about. Data producers paying in VERI creates artificial demand rather than functional necessity; payment in fiat or stablecoins would likely improve UX. Governance also does not require a token and could be handled by validator reputation, delegated governance, multisig, or stake-weighted stablecoin bonds. A native token may help bootstrap incentives and align early validators, but the core attestation market, dispute bonds, fee distribution, and slashing design remain viable without it.",
"token_role_decomposition": {
"PAYMENT": "USEFUL",
"SECURITY_BOND": "REQUIRED",
"SLASHABLE_COLLATERAL": "REQUIRED",
"GOVERNANCE": "USEFUL",
"RESOURCE_ACCESS": "UNNECESSARY",
"REPUTATION": "REQUIRED",
"REWARD": "UNNECESSARY",
"TREASURY": "USEFUL",
"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_centralized_database_credits": "routes to SaaS if verification/settlement/reputation do not degrade",
"usdc_identical_payment_utility": true,
"stable_collateral_identical_security": false
},
"native_token_removed_outcome": "Native token removal materially degrades security/reputation if required roles remain.",
"native_token_removed_degrades_protocol": true,
"token_utility": [
"Staking: Validators must stake VERI to participate in attestation markets; slashing risk is denominated in VERI.",
"Fees: Data producers pay attestation fees in VERI, which are distributed to validators and the protocol treasury.",
"Governance: Token holders vote on dispute resolution parameters, validator set composition, and protocol upgrades.",
"Collateral: VERI can be used as collateral in the protocol's internal risk management system for high-value attestations."
],
"token_necessity_classification": "TOKEN_OPTIONAL",
"token_demand_loop": [
"Data producers need VERI to pay for attestations, creating direct demand.",
"Validators must acquire and stake VERI to earn fees, creating buy pressure.",
"As more high-value real-world data is verified, the protocol's revenue grows, increasing the yield for stakers and attracting more capital.",
"Dispute resolution requires VERI to post bonds, creating additional demand during contentious events."
],
"value_capture": "The protocol captures value through a 10% fee on all attestation transactions, which is distributed to the protocol treasury (burned or used for buybacks) and to the validator set. The treasury accumulates VERI, which can be used to incentivize new validators or fund development, creating a flywheel of value accrual to the token.",
"network_effect": "More validators lead to higher data quality and lower fees, attracting more data producers. More data producers lead to higher fees, attracting more validators. The reputation system creates a barrier to entry for low-quality validators, reinforcing the network's trustworthiness.",
"bootstrap_plan": "1. Deploy smart contracts on a testnet with a simulated VERI token. 2. Recruit 50-100 expert validators (data scientists, auditors) to stake fake credits. 3. Partner with 5-10 DeFi protocols to pilot weather and supply chain data verification. 4. Run a 3-month validation period where disputes are resolved manually by a core team to calibrate the slashing parameters. 5. Transition to a mainnet deployment with a limited set of trusted validators and a small initial liquidity pool.",
"autonomous_operability": 34,
"crypto_autonomy_class": "ASSISTED_CRYPTO",
"regulatory_manageability": 72,
"security_assessment": "REVISE_SECURITY_MODEL",
"security_risk": 77,
"validation_experiment": "On a testnet, simulate a market for 'Rainfall in London' attestations. 10 validators stake 1000 fake credits each. A data producer requests an attestation for a specific day. The validators submit their readings. One validator submits a false reading. The dispute mechanism is triggered. The court of experts reviews the raw sensor logs. The false validator is slashed 50% of their stake. The correct validators earn fees. Measure the time to resolution, the cost of the dispute, and the accuracy of the final consensus. Success criteria: <24h resolution, <5% false positive rate, and validator profit margin >10%.",
"component_scores": {
"TOKEN_NECESSITY": 32.0,
"REAL_USAGE_DEMAND": 80,
"ONCHAIN_NECESSITY": 83,
"VALUE_ACCRUAL_QUALITY": 96,
"NETWORK_EFFECT_POTENTIAL": 65,
"TOKENOMICS_SUSTAINABILITY": 100,
"BOOTSTRAPPABILITY": 78,
"AUTONOMOUS_OPERABILITY": 34,
"SECURITY_MODEL_QUALITY": 77,
"REGULATORY_MANAGEABILITY": 72,
"PRE_TOKEN_MONETIZATION_POTENTIAL": 70.0
},
"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,
"stablecoin_payment_substitute_works": true,
"stress_notes": [
"Price appreciation is not a success variable.",
"If native-token-removed changes little, reduce token necessity."
]
},
"token_red_team_flags": [
"TOKEN_DOES_TOO_MUCH",
"NATIVE_PAYMENT_NOT_REQUIRED",
"REVENUE_CLAIM_LANGUAGE",
"BUYBACK_DEPENDENCY",
"YIELD_DEPENDENCY"
],
"crypto_ic_decision": "ROUTE_TO_SAAS",
"crypto_ic_score": 51.5,
"research": {
"query_plan": {
"USER_PAIN": [
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS user pain",
"Primary users are DeFi protocols and DAOs requiring verified real-world data (e.g., weather derivatives, carbon credit verification, supply chain compliance) that cannot rely on single-source oracles. Secondary users are professional auditors and data scientists who stake capital to earn yield from their expertise and reputation. decentralized protocol pain"
],
"EXISTING_PROTOCOLS": [
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS protocol",
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS competitors crypto"
],
"FAILED_PRECEDENTS": [
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS failed crypto project",
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS postmortem"
],
"PAYMENT_MODELS": [
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS stablecoin payments",
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS usage fees"
],
"TOKEN_MODELS": [
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS token model staking",
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS tokenomics"
],
"STAKING_MODELS": [
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS staking slashing",
"provider staking protocol slashing"
],
"SLASHING_PRECEDENTS": [
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS slashing precedent",
"objective slashing crypto protocol"
],
"PROVIDER_ECONOMICS": [
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS provider economics",
"decentralized provider marketplace economics"
],
"NETWORK_BOOTSTRAP": [
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS network bootstrap",
"crypto protocol bootstrap supply demand"
],
"ONCHAIN_ALTERNATIVES": [
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS onchain alternatives"
],
"OFFCHAIN_ALTERNATIVES": [
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS SaaS alternative",
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS offchain alternative"
],
"SECURITY_INCIDENTS": [
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS security incident",
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS exploit"
],
"LEGAL_REGULATORY": [
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS token regulatory risk",
"crypto staking slashing regulatory"
],
"TOKEN_LAUNCH_PRECEDENTS": [
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS token launch",
"protocol token launch precedent"
],
"PRE_TOKEN_MONETIZATION_PRECEDENTS": [
"VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS paid beta",
"crypto protocol pre token revenue"
]
},
"query_results": [
{
"category": "USER_PAIN",
"query": "VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS user pain",
"status": "SEARCH_WORKED",
"result_count": 74,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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": "Primary users are DeFi protocols and DAOs requiring verified real-world data (e.g., weather derivatives, carbon credit verification, supply chain compliance) that cannot rely on single-source oracles. Secondary users are professional auditors and data scientists who stake capital to earn yield from their expertise and reputation. decentralized protocol pain",
"status": "SEARCH_WORKED",
"result_count": 96,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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": "VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS protocol",
"status": "SEARCH_WORKED",
"result_count": 88,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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": "VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS competitors crypto",
"status": "SEARCH_WORKED",
"result_count": 75,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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"
]
]
},
{
"category": "FAILED_PRECEDENTS",
"query": "VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS failed crypto project",
"status": "SEARCH_WORKED",
"result_count": 88,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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"
]
]
},
{
"category": "FAILED_PRECEDENTS",
"query": "VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS postmortem",
"status": "SEARCH_WORKED",
"result_count": 86,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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"
]
]
},
{
"category": "PAYMENT_MODELS",
"query": "VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS stablecoin payments",
"status": "SEARCH_WORKED",
"result_count": 86,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"access denied"
],
[
"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"
]
]
},
{
"category": "PAYMENT_MODELS",
"query": "VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS usage fees",
"status": "SEARCH_WORKED",
"result_count": 86,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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"
]
]
},
{
"category": "TOKEN_MODELS",
"query": "VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS token model staking",
"status": "SEARCH_WORKED",
"result_count": 85,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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"
]
]
},
{
"category": "TOKEN_MODELS",
"query": "VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS tokenomics",
"status": "SEARCH_WORKED",
"result_count": 85,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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"
]
]
},
{
"category": "STAKING_MODELS",
"query": "VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS staking slashing",
"status": "SEARCH_WORKED",
"result_count": 86,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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"
]
]
},
{
"category": "STAKING_MODELS",
"query": "provider staking protocol slashing",
"status": "SEARCH_WORKED",
"result_count": 108,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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"
]
]
},
{
"category": "SLASHING_PRECEDENTS",
"query": "VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS slashing precedent",
"status": "SEARCH_WORKED",
"result_count": 85,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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"
]
]
},
{
"category": "SLASHING_PRECEDENTS",
"query": "objective slashing crypto protocol",
"status": "SEARCH_WORKED",
"result_count": 109,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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"
]
]
},
{
"category": "PROVIDER_ECONOMICS",
"query": "VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS provider economics",
"status": "SEARCH_WORKED",
"result_count": 85,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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"
]
]
},
{
"category": "PROVIDER_ECONOMICS",
"query": "decentralized provider marketplace economics",
"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",
"Suspended: access denied"
],
[
"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"
]
]
},
{
"category": "NETWORK_BOOTSTRAP",
"query": "VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS network bootstrap",
"status": "SEARCH_WORKED",
"result_count": 85,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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"
]
]
},
{
"category": "NETWORK_BOOTSTRAP",
"query": "crypto protocol bootstrap supply demand",
"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",
"Suspended: access denied"
],
[
"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"
]
]
},
{
"category": "ONCHAIN_ALTERNATIVES",
"query": "VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS onchain alternatives",
"status": "SEARCH_WORKED",
"result_count": 86,
"unresponsive_engines": [
[
"brave",
"Suspended: too many requests"
],
[
"brave.images",
"Suspended: too many requests"
],
[
"brave.videos",
"Suspended: too many requests"
],
[
"duckduckgo",
"Suspended: access denied"
],
[
"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"
]
]
},
{
"category": "OFFCHAIN_ALTERNATIVES",
"query": "VeriChain Attestation Exchange PROOF ATTESTATION MARKETS PROOF ATTESTATION MARKETS SaaS alternative",
"status": "SEARCH_WORKED",
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"sources": [
{
"type": "public_web",
"source": "searxng",
"url": "https://kensoninvestments.com/knowledge-centre/digital-asset-attestations-how-independent-proof-layers-build-trust-in-tokenized-markets/",
"title": "Digital Asset Attestations \u2013 How Independent Proof Layers Build Trust ...",
"category": "USER_PAIN",
"summary": "Dec 12, 2025 \u00b7 Independent attestation layers are becoming essential to institutional trust in tokenized markets. This overview \u2026",
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"content": "Digital Asset Attestations \u2013 How Independent Proof Layers Build Trust in Tokenized Markets - kenson Investments .wp-block-group:not([data-dsgo-inline-bg]),.wp-block-column:not([data-dsgo-inline-bg]),.wp-block-columns:not([data-dsgo-inline-bg]){--dsgo-text-color:initial;} :is(.wp-block-designsetgo-section,.wp-block-group,.wp-block-column).has-background:not([class*=\"-background-color\"]):not(.has-text-color):not(.is-style-footer-section):not(.is-style-header-section),.wp-block-cover:not(.has-text-color){color:var(--wp--preset--color--contrast-3) !important;--dsgo-text-color:var(--wp--preset--color--contrast-3);} body .wp-site-blocks :is(:is(.wp-block-designsetgo-section,.wp-block-group,.wp-block-column).has-background:not([class*=\"-background-color\"]):not(.has-text-color):not(.is-style-footer-section):not(.is-style-header-section),.wp-block-cover) h1:not(.has-text-color):where(:not(.elementor *):not([data-elementor-type] *)),body .wp-site-blocks :is(:is(.wp-block-designsetgo-section,.wp-block-group,.wp-block-column).has-background:not([class*=\"-background-color\"]):not(.has-text-color):not(.is-style-footer-section):not(.is-style-header-section),.wp-block-cover) h2:not(.has-text-color):where(:not(.elementor *):not([data-elementor-type] *)),body .wp-site-blocks :is(:is(.wp-block-designsetgo-section,.wp-block-group,.wp-block-column).has-background:not([class*=\"-background-color\"]):not(.has-text-color):not(.is-style-footer-section):not(.is-style-header-section),.wp-block-cover) h3:not(.has-text-color):where(:not(.elementor *):not([data-elementor-type] *)),body .wp-site-blocks :is(:is(.wp-block-designsetgo-section,.wp-block-group,.wp-block-column).has-background:not([class*=\"-background-color\"]):not(.has-text-color):not(.is-style-footer-section):not(.is-style-header-section),.wp-block-cover) h4:not(.has-text-color):where(:not(.elementor *):not([data-elementor-type] *)),body .wp-site-blocks :is(:is(.wp-block-designsetgo-section,.wp-block-group,.wp-block-column).has-background:not([class*=\"-background-color\"]):not(.has-text-color):not(.is-style-footer-section):not(.is-style-header-section),.wp-block-cover) h5:not(.has-text-color):where(:not(.elementor *):not([data-elementor-type] *)),body .wp-site-blocks :is(:is(.wp-block-designsetgo-section,.wp-block-group,.wp-block-column).has-background:not([class*=\"-background-color\"]):not(.has-text-color):not(.is-style-footer-section):not(.is-style-header-section),.wp-block-cover) h6:not(.has-text-color):where(:not(.elementor *):not([data-elementor-type] *)),body .wp-site-blocks :is(:is(.wp-block-designsetgo-section,.wp-block-group,.wp-block-column).has-background:not([class*=\"-background-color\"]):not(.has-text-color):not(.is-style-footer-section):not(.is-style-header-section),.wp-block-cover) p:not(.has-text-color):where(:not(.elementor *):not([data-elementor-type] *)),body .wp-site-blocks :is(:is(.wp-block-designsetgo-section,.wp-block-group,.wp-block-column).has-background:not([class*=\"-background-color\"]):not(.has-text-color):not(.is-style-footer-section):not(.is-style-header-section),.wp-block-cover) a:where(:not(.wp-element-button):not(.wp-block-social-link-anchor)):not(.has-text-color):where(:not(.elementor *):not([data-elementor-type] *)),body .wp-site-blocks :is(:is(.wp-block-designsetgo-section,.wp-block-group,.wp-block-column).has-background:not([class*=\"-background-color\"]):not(.has-text-color):not(.is-style-footer-section):not(.is-style-header-section),.wp-block-cover) .wp-element-caption:not(.has-text-color):where(:not(.elementor *):not([data-elementor-type] *)){color:var(--dsgo-text-color,inherit) !important;} body .wp-site-blocks :is(.wp-block-designsetgo-section,.wp-block-group,.wp-block-column)[data-dsgo-inline-bg] .wp-block-button:is([class*=\"is-style-outline\"],[class*=\"is-style-secondary\"]) .wp-element-button{color:var(--dsgo-text-color,inherit) !important;border-color:currentColor !important;}body .wp-site-blocks :is(.wp-block-designsetgo-section,.wp-block-group,.wp-block-colum",
"quality": "strong",
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{
"type": "public_web",
"source": "searxng",
"url": "https://crypto.news/what-is-proof-of-reserves-how-exchanges-prove-they-hold-your-crypto/",
"title": "What is proof of reserves? How exchanges prove they hold your crypto",
"category": "USER_PAIN",
"summary": "Jun 25, 2026 \u00b7 This guide explains what proof of reserves is, how the cryptography works, what a credible implementation looks like, \u2026",
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"content": "What is proof of reserves? How exchanges prove they hold your crypto\nSkip to content\nBuy Crypto\nEvents\nMeme Coins\nContact us\nAbout\nNewsletters\nAdvertise\nFollow-up\nBest Picks\nGlossary\ncrypto.news\nNews All\nBitcoin\nBlockchain\nEthereum\nDeFi\nAltcoin\nRegulation\nSolana\nShiba Inu\nFeature\nOpinion\nUS Regulation\nMarkets\nPredictions\nPrices\nLearn\nSearch\nSearch\nSearch\nClose search\nBitcoin (BTC)\n$62,967.00\n0\nBitcoin price\nEthereum (ETH)\n$1,878.25\n0\nEthereum price\nXRP (XRP)\n$0.999624\n-0.2\nXRP price\nBNB (BNB)\n$607.03\n-0.7\nBNB price\nSolana (SOL)\n$75.20\n0\nSolana price\nHyperliquid (HYPE)\n$57.21\n2.1\nHyperliquid price\nCardano (ADA)\n$0.176129\n-1.3\nCardano price\nChainlink (LINK)\n$9.34\n0.2\nChainlink price\nPOL (ex-MATIC) (POL)\n$0.075004\n-0.7\nPOL (ex-MATIC) price\nGram (prev. Toncoin) (GRAM)\n$1.34\n0.5\nGram (prev. Toncoin) price\nAsteroid Shiba (ASTEROID)\n$0.0000611\n1.8\nAsteroid Shiba price\nBitcoin (BTC)\n$62,967.00\n0\nBitcoin price\nEthereum (ETH)\n$1,878.25\n0\nEthereum price\nXRP (XRP)\n$0.999624\n-0.2\nXRP price\nBNB (BNB)\n$607.03\n-0.7\nBNB price\nSolana (SOL)\n$75.20\n0\nSolana price\nHyperliquid (HYPE)\n$57.21\n2.1\nHyperliquid price\nCardano (ADA)\n$0.176129\n-1.3\nCardano price\nChainlink (LINK)\n$9.34\n0.2\nChainlink price\nPOL (ex-MATIC) (POL)\n$0.075004\n-0.7\nPOL (ex-MATIC) price\nGram (prev. Toncoin) (GRAM)\n$1.34\n0.5\nGram (prev. Toncoin) price\nAsteroid Shiba (ASTEROID)\n$0.0000611\n1.8\nAsteroid Shiba price\nBitcoin (BTC)\n$62,967.00\n0\nBitcoin price\nEthereum (ETH)\n$1,878.25\n0\nEthereum price\nXRP (XRP)\n$0.999624\n-0.2\nXRP price\nBNB (BNB)\n$607.03\n-0.7\nBNB price\nSolana (SOL)\n$75.20\n0\nSolana price\nHyperliquid (HYPE)\n$57.21\n2.1\nHyperliquid price\nCardano (ADA)\n$0.176129\n-1.3\nCardano price\nChainlink (LINK)\n$9.34\n0.2\nChainlink price\nPOL (ex-MATIC) (POL)\n$0.075004\n-0.7\nPOL (ex-MATIC) price\nGram (prev. Toncoin) (GRAM)\n$1.34\n0.5\nGram (prev. Toncoin) price\nAsteroid Shiba (ASTEROID)\n$0.0000611\n1.8\nAsteroid Shiba price\nBitcoin (BTC)\n$62,967.00\n<span class=\"ticker-tape__change ticker-tape__change--up ticker-tape__change ticker-tape__change--up ticker-tape__change ticker-tape__change--down ticker-tape__change ticker-tape__change--down ticker-tape_",
"quality": "weak",
"relevance_score": 0.12,
"acceptance_reason": "accepted as weak crypto context"
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{
"type": "public_web",
"source": "searxng",
"url": "https://tokenizationgovernance.com/stablecoin-governance/proof-of-reserves-attestation/",
"title": "Proof of Reserves Attestation: Standards, Challenges, and Governance ...",
"category": "USER_PAIN",
"summary": "Analysis of proof of reserves attestation standards for stablecoins and digital asset custodians, covering audit methodology, \u2026",
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"content": "Proof of Reserves Attestation: Standards, Challenges, and Governance Framework \u2014 TOKENIZATION GOVERNANCE\nSkip to content March 22, 2026\nMethodology\nAbout\nContact\nSubscribe\nTOKENIZATION GOVERNANCE\nThe Vanderbilt Terminal for Digital Asset Governance\nINDEPENDENT GLOBAL INTELLIGENCE FOR INSTITUTIONAL GOVERNANCE\nHome\nInstitutional\nToken Design\nDAO Governance\nRisk & Controls\nStablecoin\nCorporate\nDeFi\nDAO Treasury AUM: $24.6B \u25b2 +18% YoY\n|\nGovernance Proposals: 4,200/mo \u25b2 Cross-protocol\n|\nProtocol Votes Cast: 1.8M \u25b2 Mar 2026\n|\nInstitutional Funds: 147 \u25b2 Tokenized\n|\nBasel III Exposure: 2% Cap \u25bc Group 2 Assets\n|\nPoR Adopters: 34 Exchanges \u25b2 +12 in 2025\n|\nSmart Contract Audits: 2,800 \u25b2 2026 YTD\n|\nGov Token Mkt Cap: $18.3B \u25b2 +22% YoY\n|\nDAO Treasury AUM: $24.6B \u25b2 +18% YoY\n|\nGovernance Proposals: 4,200/mo \u25b2 Cross-protocol\n|\nProtocol Votes Cast: 1.8M \u25b2 Mar 2026\n|\nInstitutional Funds: 147 \u25b2 Tokenized\n|\nBasel III Exposure: 2% Cap \u25bc Group 2 Assets\n|\nPoR Adopters: 34 Exchanges \u25b2 +12 in 2025\n|\nSmart Contract Audits: 2,800 \u25b2 2026 YTD\n|\nGov Token Mkt Cap: $18.3B \u25b2 +22% YoY\n|\nHome \u203a Stablecoin Governance \u203a Proof of Reserves Attestation: Standards, Challenges, and Governance Framework\nLayer 1\nProof of Reserves Attestation: Standards, Challenges, and Governance Framework\nAnalysis of proof of reserves attestation standards for stablecoins and digital asset custodians, covering audit methodology, regulatory requirements, and governance.\nAdvertisement\nProof of reserves has become the central transparency mechanism for stablecoin issuers, digital asset custodians, and exchanges seeking to demonstrate that they hold assets sufficient to cover their obligations. Yet the term \u201cproof of reserves\u201d encompasses a wide spectrum of practices \u2014 from cryptographic attestations that provide real-time, mathematically verifiable proof of asset holdings to periodic accountant reports that provide limited assurance based on point-in-time observations. The governance of reserve attestation \u2014 who performs it, what standards apply, what is verified, and how results are disclosed \u2014 determines whether proof of reserves provides genuine transparency or performative assurance.\nTable of Contents\nThe Reserve Transparency Problem\nAttestation Methodologies\nAccounting Standards and Assurance Levels\nCryptographic Proof of Reserves\nRegulatory Requirements\nGovernance Framework for Reserve Attestation\nIssuer Comparison\nThe Reserve Transparency Problem\nThe collapse of FTX in November 2022 \u2014 where customer assets were commingled with proprietary trading and lending activities \u2014 demonstrated that self-reported reserve adequacy is insufficient for institutional confidence. FTX had published balance statements and presented itself as fully backed while operating with a multi-billion dollar deficit. The market\u2019s subsequent demand for verifiable proof of reserves reflects a fundamental governance requirement: institutions and users need assurance mechanisms that are independent, rigorous, and resistant to manipulation.\nThe stablecoin market presents the highest-stakes application of reserve attestation. With aggregate stablecoin market capitalization exceeding $150 billion, the adequacy and composition of reserves backing these instruments has systemic implications. A loss of confidence in a major stablecoin\u2019s reserve backing could trigger a run that cascades through the digital asset ecosystem and potentially into traditional financial markets.\nThe governance challenge is designing attestation systems that provide meaningful assurance at reasonable cost, can adapt to the unique characteristics of digital asset reserves, and satisfy the varying requirements of regulators, institutional investors, and retail users.\nAttestation Methodologies\nTraditional Attestation (CPA Reports)\nTraditional proof of reserves follows established accounting attestation standard
"quality": "strong",
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"acceptance_reason": "crypto-relevant technical/protocol evidence"
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{
"type": "public_web",
"source": "searxng",
"url": "https://cryptodaily.co.uk/2026/07/crypto-proof-of-reserves-what-it-proves-misses",
"title": "Proof of Reserves in Crypto: What It Proves, What It Misses",
"category": "USER_PAIN",
"summary": "Jul 26, 2026 \u00b7 PoR helps, but only when you treat it like live market data, not a certificate on the wall. \u2014 Idris Calloway Proof of \u2026",
"fallback_evidence": false,
"content": "Proof of Reserves in Crypto: What It Proves, What It Misses\nBitcoin\nEthereum\nAltcoins\nS&P 500\nWeb3\nRegulation\nMarkets\nShorts\nMore\nTechnology\nBusiness\nSecurity\nTrading\nWallets\nLending\nMining\nDeFi\nCoinMarketCap\nConverter\nGlossary\nPress Releases\nNewsletter\nSearch CryptoDaily\nSearch\nExplore CryptoDaily\nBitcoin\nEthereum\nAltcoins\nDeFi\nWeb3\nRegulation\nMarkets\nS&P 500\nTechnology\nBusiness\nSecurity\nTrading\nWallets\nLending\nMining\nConverter\nGlossary\nPress Releases\nShorts\nContact\nJoin the Newsletter\nHome\nTechnology\nCrypto Proof of Reserves: What It Proves and What It\u2026\nTechnology\nCrypto Proof of Reserves: What It Proves and What It Misses\nIdris Calloway\nPublished at July 26, 2026\nShare\n11 Min Read\nContents\nKey terms, quickly\nStep-by-Step Playbook\nWhat PoR Proves vs What It Misses\nSnapshot vs Real-Time vs Audit\nFitting PoR Into Your Workflow\nPitfalls & Red Flags\nFrequently Asked Questions\nDoes a 100% reserve ratio mean my funds are safe?\nHow can I verify an exchange\u2019s PoR myself?\nWhy do some assets show higher reserve ratios than others?\nCan exchanges game PoR?\nIs real-time reserve tracking better than snapshots?\nWhat should I do with this info as a trader?\nWhy do reports highlight USDT and BTC so much?\nShow all\nYou\u2019ve probably seen the big green \u201cProof of Reserves\u201d badge on exchange pages and thought, great, they\u2019re solvent. Not so fast. PoR is useful, but it\u2019s not a magic stamp of safety.\nThis guide breaks down what PoR actually proves, where it falls short, and how to read these attestations without getting lulled into false comfort. You\u2019ll get a simple playbook and a few hard-won red flags to keep on your radar.\nAspect\nWhat to Know\nWhat PoR Proves\nOn-chain assets held at a point in time, often mapped to user balances via a Merkle tree.\nWhat It Misses\nOff-chain liabilities (fiat, loans), hidden debts, and whether keys are exclusively controlled.\nFreshness\nTypically a snapshot; data can be stale within days and is sensitive to timing.\nReserve Ratio\nOver 100% suggests asset coverage, but varies by token and excludes non-crypto liabilities.\nVerification\nUsers can check inclusion proofs and signed messages; third parties may attest or audit parts.\nComparables\nLook for frequency, per-asset ratios, methodology, and external review details.\nBottom Line\nPoR is a necessary signal, not a full solvency audit. Combine with other checks and risk limits.\nEditor's note: In Q2 2026 I started tagging venue risk to our trade tickets, and PoR snapshots became a surprisingly handy input. I watched a few exchanges post strong per-asset ratios while stablecoin weights crept higher week to week. Desk chats mirrored it: funds were comfortable with snapshots and signed messages, but they still diversified venues and kept hot balances tight. The biggest win wasn\u2019t a single ratio; it was catching timing quirks around snapshots and trimming exposure ahead of busy weekends . PoR helps, but only when you treat it like live market data, not a certificate on the wall. \u2014 Idris Calloway\nProof of Reserves (PoR) is a way for an exchange or custodian to show it actually holds the crypto it owes users. Usually there\u2019s a public list of wallets or a signed message from known addresses. Then there\u2019s a \u201cproof of liabilities\u201d side that tallies user balances (often hashed into a Merkle tree) so outside parties can verify totals without revealing everyone\u2019s account.\nThink of it like a photo of the vault at noon. Helpful, yes. But it doesn\u2019t tell you about the bank loan due at 4 p.m., or whether someone borrowed the keys for the morning. PoR is strongest on the assets side and weakest on hidden or off-chain liabilities, which is why it\u2019s a piece of the trust puzzle, not the whole thing.\nThere\u2019s real scale behind these disclosures. In its June 2026 Exchange Monthly Report, CoinMarketCap tracked about $192.6 billion in exchange PoR, down 5.3% month over month, and highlighted
"quality": "strong",
"relevance_score": 1.0,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://neutralis.finance/insights/defi-regulation-protocols-2026",
"title": "DeFi regulation 2026: protocols and users - Neutralis Insights",
"category": "USER_PAIN",
"summary": "May 7, 2026 \u00b7 DeFi stays outside MiCA's direct scope where \"a service is provided in a fully decentralised manner without any \u2026",
"fallback_evidence": false,
"content": "DeFi regulation 2026: protocols and users - Neutralis Insights\nMenu\nCapacity\nSolution\nFAQ\nOur approach\nInsights\nEN\nEnglish\nFran\u00e7ais\nEspa\u00f1ol\nPortugu\u00eas (Brasil)\n\u0420\u0443\u0441\u0441\u043a\u0438\u0439\n\u4e2d\u6587\nContact\nCapacity\nSolution\nFAQ\nOur approach\nInsights\nChange language\nEnglish\nFran\u00e7ais\nEspa\u00f1ol\nPortugu\u00eas (Brasil)\n\u0420\u0443\u0441\u0441\u043a\u0438\u0439\n\u4e2d\u6587\nContact\n\u2715\nContact us .\nSubject *\n-\nGeneral question\nLegal / contractual question\nTechnical issue\nAccount setup assistance\nConsulting: investment strategy\nNeutralis Partners program\nOther\nFirst name *\nLast name *\nEmail *\nStructure / company *\nType of structure *\n-\nFamily office / multi-family office\nWealth manager (CGP / EAM)\nCrypto company\nPlatform / desk\nInvestor community\nOther\nSize of your client base *\n-\n< 50 clients\n50 \u2013 200\n200 \u2013 1,000\n1,000+\nEstimated potential AUM *\n-\n< 100k\n100k \u2013 500k\n500k \u2013 1M\n1M+\nDo you already offer products to your clients? *\nYes\nNo\nWhere are you in the setup process? *\nNo account yet\nAccount already created\nConfiguration started\nStuck on a step\nApproximate amount to allocate *\n-\nLess than 50,000 USDC\n50,000 to 500,000 USDC\n500,000 to 1,000,000 USDC\n1,000,000 to 5,000,000 USDC\nMore than 5,000,000 USDC\nWhere do your funds come from? *\nCrypto exchange\nBank account\nWallet (Ledger, etc.)\nOther\nHow did you discover Neutralis? *\n-\nPodcast / interview / conference\nReferral\nMedia / article\nAdvisor / family office\nOnline search\nNewsletter\nOther\nYour message *\nBriefly describe your situation or where you are stuck *\nSend message\nAccess the Neutralis strategy\nInvesting in crypto assets involves a high risk of capital loss. Past performance does not guarantee future results.\n\u2190 All insights\nPublished\nMay 7, 2026\nCategory\nRegulation\nDeFi regulation in 2026: protocols, anchor points, and what changes for users\nDeFi stays outside MiCA's direct scope where \"a service is provided in a fully decentralised manner without any intermediary\" (Recital 22, EU Regulation 2023/1114 ). But in the real world, few user journeys actually qualify. Global DeFi TVL sits above $100B in early 2026, and the majority of that activity flows through front-ends, bridges, and stablecoins where an identifiable actor exists. That is exactly where regulatory pressure lands.\nMiCA mainly covers crypto-asset service providers and ART/EMT issuers: for milestones and obligations, see MiCA in 2026: what changes for European crypto investors .\nKey takeaways\nMiCA explicitly excludes \"fully decentralised\" DeFi (Recital 22, Regulation 2023/1114), but the Commission must deliver a DeFi report by December 30, 2024 (Article 142). Protocols with no identifiable team stay in a legal gap; supervision focuses on anchor points (interfaces, token issuance, EU-targeted marketing).\nSince June 30, 2024, non-compliant stablecoins (ART/EMT) cannot be issued or offered in the EU: USDT has been delisted from licensed CASPs, reshaping DeFi liquidity accessible to European users.\nPer Chainalysis Crypto Crime Report 2025 , DeFi still concentrates a significant share of illicit crypto flows, which sustains regulatory pressure on identifiable fronts. Mapping the full journey (fiat entry, custody, bridge, front-end jurisdiction) matters more than evaluating an isolated protocol.\nWhat does \"pure\" DeFi still exclude from the European framework?\nRecital 22 of EU Regulation 2023/1114 (MiCA) is explicit: where a service is provided \"in a fully decentralised manner without any intermediary,\" it falls outside the regulation. Article 142 adds that the Commission must submit a report to the Parliament and Council by December 30, 2024, assessing and possibly regulating DeFi. In other words, the text acknowledges the gap and schedules its review.\nIn practice, \"fully decentralised\" is a narrow test. The moment a team earns revenue from the protocol, hosts a front-end, or controls parameters, the case
"quality": "strong",
"relevance_score": 1.0,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://en.wikipedia.org/wiki/Carbon_emission_trading",
"title": "Carbon emission trading - Wikipedia",
"category": "USER_PAIN",
"summary": "Similar to \"offsetting\", carbon credits that are permitted as compliance instruments within regulatory compliance markets (e.g., The European Union Emission Trading Scheme or the California Cap-n-Trade program) can be used by regulated\u2026",
"fallback_evidence": false,
"content": "Carbon emission trading - Wikipedia\nJump to content\nMain menu\nMain menu\nmove to sidebar\nhide\nNavigation\nMain page\nContents\nCurrent events\nRandom article\nAbout Wikipedia\nContact us\nContribute\nHelp\nLearn to edit\nCommunity portal\nRecent changes\nUpload file\nSpecial pages\nSearch\nSearch\nAppearance\nDonate\nCreate account\nLog in\nPersonal tools\nDonate\nCreate account\nLog in\nContents\nmove to sidebar\nhide\n(Top)\n1\nPurpose\n2\nHistory\nToggle History subsection\n2.1\nGlobal Carbon Market Statistics\n3\nEconomic aspects and tools\nToggle Economic aspects and tools subsection\n3.1\nCarbon offsets and credits\n3.2\nCarbon leakage\n3.3\nBorder Adjustment\n3.4\nRelevance to climate justice\n3.5\nPotential global carbon market\n4\nAllocation of permits\nToggle Allocation of permits subsection\n4.1\nGrandfathering\n4.2\nAuctioning\n4.3\nPermit supply level\n5\nCriticisms\nToggle Criticisms subsection\n5.1\nAbuses\n6\nExamples by country\nToggle Examples by country subsection\n6.1\nAustralia\n6.2\nCanada\n6.3\nChina\n6.4\nEuropean Union\n6.5\nIndia\n6.6\nJapan\n6.7\nNew Zealand\n6.8\nSouth Korea\n6.9\nUnited Kingdom\n6.10\nUnited States\n7\nSee also\n8\nReferences\n9\nExternal links\nToggle the table of contents\nCarbon emission trading\n15 languages\n\u0627\u0644\u0639\u0631\u0628\u064a\u0629\n\u0411\u044a\u043b\u0433\u0430\u0440\u0441\u043a\u0438\n\u010ce\u0161tina\n\u0395\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac\nEspa\u00f1ol\nEesti\n\u0641\u0627\u0631\u0633\u06cc\nFran\u00e7ais\nBahasa Indonesia\n\ud55c\uad6d\uc5b4\n\u0928\u0947\u092a\u093e\u0932\u0940\n\u067e\u069a\u062a\u0648\nPortugu\u00eas\nTi\u1ebfng Vi\u1ec7t\n\u4e2d\u6587\nEdit links\nArticle\nTalk\nEnglish\nRead\nEdit\nView history\nTools\nTools\nmove to sidebar\nhide\nActions\nRead\nEdit\nView history\nGeneral\nWhat links here\nRelated changes\nUpload file\nPermanent link\nPage information\nCite this page\nGet shortened URL\nSwitch to legacy parser\nPrint/export\nDownload as PDF\nPrintable version\nIn other projects\nWikidata item\nAppearance\nmove to sidebar\nhide\nFrom Wikipedia, the free encyclopedia\nApproach to limit climate change\n\"Carbon market\" redirects here. For the market in Cebu City, Philippines, see Carbon Market .\nAllowance prices for carbon emission trade in all major emission trading schemes in Euro per ton of CO 2 emitted (from 2008 until August 2024). Carbon emission trading (also called carbon market , emission trading scheme ( ETS ) or cap and trade ) is a type of emissions trading scheme designed for carbon dioxide (CO 2 ) and other greenhouse gases (GHGs). A form of carbon pricing , its purpose is to limit climate change by creating a market with limited allowances for emissions. Carbon emissions trading is a common method that countries use to attempt to meet their pledges under the Paris Agreement , with schemes operational in China , the European Union , and other countries. [ 1 ]\nEmissions trading sets a quantitative total limit on the emissions produced by all participating emitters, which correspondingly determines the prices of emissions. Under emission trading, a polluter having more emissions than their quota has to purchase the right to emit more from emitters with fewer emissions. This can reduce the competitiveness of fossil fuels , which are the main driver of climate change . Instead, carbon emissions trading may accelerate investments into renewable energy , such as wind power and solar power . [ 2 ] : 12\nHowever, such schemes are usually not harmonized with defined carbon budgets that are required to maintain global warming below the critical thresholds of 1.5 \u00b0C or \"well below\" 2 \u00b0C, with oversupply leading to low prices of allowances with almost no effect on fossil fuel combustion. [ 3 ] Emission trade allowances currently cover a wide price range from \u20ac7 per tonne of CO 2 in China's national carbon trading scheme [ 4 ] to \u20ac63 per tonne of CO 2 in the EU-ETS (as of September 2021). [ 5 ]\nOther greenhouse gases can also be traded but are quoted as stand
"quality": "strong",
"relevance_score": 0.48,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.cftc.gov/PressRoom/PressReleases/8774-23",
"title": "CFTC Issues Orders Against Operators of Three DeFi Protocols for Offering Illegal Digital Asset Derivativ....",
"category": "USER_PAIN",
"summary": "Release Number 8774-23 ; CFTC Issues Orders Against Operators of Three DeFi Protocols for Offering Illegal Digital Asset Derivatives Trading",
"fallback_evidence": false,
"content": "CFTC Issues Orders Against Operators of Three DeFi Protocols for Offering Illegal Digital Asset Derivatives Trading | CFTC\n/PressRoom/PressReleases/8774-23\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\nRelease Number 8774-23\nCFTC Issues Orders Against Operators of Three DeFi Protocols for Offering Illegal Digital Asset Derivatives Trading\nSeptember 07, 2023\nWashington, D.C. \u2014 The Commodity Futures Trading Commission today continued its enforcement focus in the digital asset decentralized finance (DeFi) space, by issuing orders simultaneously filing and settling charges against Opyn, Inc ., a Delaware-registered company based in California; ZeroEx, Inc ., a Delaware company based in California; and Deridex, Inc. , a Delaware company based in North Carolina.\nDeridex and Opyn are charged with failing to register as a swap execution facility (SEF) or designated contract market (DCM), failing to register as a futures commission merchant (FCM), and failing to adopt a customer identification program as part of a Bank Secrecy Act compliance program, as required of FCMs. ZeroEx, Opyn and Deridex are also charged with illegally offering leveraged and margined retail commodity transactions in digital assets.\nEach respondent engaged in these activities in connection with blockchain-based software protocols and smart contracts, commonly referred to as DeFi, that functioned similarly to trading platforms, and which purported to offer users the ability to engage in transactions in a decentralized environment. The orders require that Opyn, ZeroEx, and Deridex pay civil monetary penalties of $250,000, $200,000, and $100,000, respectively, and cease and desist from violating the Commodity Exchange Act (CEA) and CFTC regulations, as charged.\n\u201cSomewhere along the way, DeFi operators got the idea that unlawful transactions become lawful when facilitated by smart contracts,\u201d said Director of Enforcement Ian McGinley. \u201cThey do not. The DeFi space may be novel, complex, and evolving, but the Division of Enforcement will continue to evolve with it and aggressively pursue those who operate unregistered platforms that allow U.S. persons to trade digital asset derivatives.\u201d\nCase Background\nOpyn, Inc. The order finds that Opyn developed and deployed a blockchain-based digital asset protocol (the Opyn Protocol) and website that offered trading of a digital asset derivative token called oSQTH. The value of oSQTH was based on an index created by Opyn called Squeeth, which tracked the price of ether squared (i.e., to the power of two) relative to the stablecoin USDC. Users could enter into long oSQTH positions by buying oSQTH tokens through Opyn\u2019s website, among other means; and, users could enter into short oSQTH positions by depositing ether as collateral into the Opyn Protocol and then minting
"quality": "strong",
"relevance_score": 1.0,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://chainscorelabs.com/guides/interoperability-and-cross-chain-technologies/omnichain-application-architecture/how-to-architect-an-omnichain-attestation-service",
"title": "How to Architect an Omnichain Attestation Service",
"category": "EXISTING_PROTOCOLS",
"summary": "An omnichain attestation service is a system that creates, verifies, and manages portable statements of truth\u2014or attestations\u2014that \u2026",
"fallback_evidence": false,
"content": "How to Build an Omnichain Attestation Service | ChainScore Guides\nCHAINSCORE LABS\nBlockchain DeFi Industries Solutions Company\n\ud83c\uddfa\ud83c\uddf8 English\nContact Us\n\ud83c\uddfa\ud83c\uddf8 English\nLABS\nGuides\nHow to Architect an Omnichain Attestation Service\nThis guide explains how to build a system for creating, storing, and verifying trustless attestations (e.g., credentials, reviews, proofs) that are portable across any blockchain.\nIn This Guide\nContents\nIn This Guide\nintroduction\nDEVELOPER GUIDE\nHow to Architect an Omnichain Attestation Service\nA technical guide to designing and building a scalable, secure attestation service that operates across multiple blockchain networks.\nAn omnichain attestation service is a system that creates, verifies, and manages portable statements of truth\u2014or attestations\u2014that can be recognized on any connected blockchain. Unlike traditional on-chain data, attestations are designed for interoperability , allowing a credential issued on Ethereum to be trusted and used on Polygon, Arbitrum, or Base. The core architectural challenge is building a service that is both decentralized in trust and efficient in verification , avoiding the pitfalls of centralized oracles or slow cross-chain messaging.\nThe architecture typically consists of three core components: an Attestation Registry , a Verification Network , and a Relay Layer . The Registry (often an EVM-based smart contract on a cost-effective chain like Ethereum L2s or Polygon) is the source of truth for attestation schemas and issuance logs. The Verification Network, which can be a decentralized set of nodes or a more centralized attester initially, is responsible for signing attestations off-chain. The Relay Layer uses protocols like LayerZero , Axelar , or Wormhole to transmit attestation proofs and verification requests between chains.\nFor the smart contract foundation, consider using established standards like EAS (Ethereum Attestation Service) or Verax for your registry. These provide audited, modular contracts for defining schemas (e.g., (bytes32 schema, address recipient, uint64 expirationTime, bool revocable, bytes data) ) and issuing attestations. Your service's backend must listen to these contracts, package the attestation data with a verifiable signature, and format it for cross-chain transport. A common pattern is to store the core data on the registry chain and broadcast only a minimal proof\u2014like a Merkle proof or a verifiable credential \u2014to destination chains.\nSecurity is paramount. Your verification network's private keys are a critical attack vector. Mitigations include using multi-party computation (MPC) or threshold signature schemes (TSS) to distribute signing authority. Furthermore, the relay layer must be chosen based on security models; some offer decentralized validation networks , while others rely on a trusted committee. Always implement slashing conditions or fraud proofs where possible to penalize malicious attestors, and design attestations to be revocable in case of key compromise or erroneous data.\nTo implement a basic flow, start by deploying a registry contract. Your off-chain attester service should then: 1. Receive a request (e.g., a user's KYC status). 2. Validate the request against your business logic. 3. Call attest() on the registry, receiving a unique attestationUID . 4. Sign the UID and relevant data. 5. Use a cross-chain messaging SDK to send this signed proof to a destination chain. On the destination, a lightweight verifier contract checks the signature and the proof's validity against the known registry state before allowing the attested fact to be used.\nFinally, consider data availability and cost. Storing large attestation data on-chain is expensive. Use IPFS , Arweave , or Ceramic for data storage, recording only the content identifier (CID) on-chain. Optimize for gas efficiency on destination chains by having verifier contracts perform minimal computations\u2014often just an elliptic curve signature verification. By sep
"quality": "strong",
"relevance_score": 1.0,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://pypi.org/project/argus-debate-ai/",
"title": "ARGUS - PyPI",
"category": "EXISTING_PROTOCOLS",
"summary": "2026.03.23.Overview Key Innovations Features Installation Quick Start LLM Providers Tool Integrations (50+) OpenAPI REST Integration Context Caching Context Compression Debate Visualization External Connectors Visualization &amp; Plotting Argus Terminal (TUI) Argus-Viz (Streamlit Sandbox) CRUX-Viz (CRUX Protocol Sandbox) ARISTOTLE Chat Interface CRUX Protocol Command Line Interface Configuration Architecture Core Components Algorithms ARGUS Evolution Extensions (v5.0) CHRONOS \u2014 Temporal Evidence Decay PHALAN...2026.03.23.ARGUS implements Research Debate Chain (RDC) - a novel approach to AI reasoning that structures knowledge evaluation as multi-agent debates. Instead of single-pass inference, ARGUS orchestrates specialist agents that gather evidence, generate rebuttals, and render verdicts through Bayesian aggregation. Why ARGUS? Traditional LLM applications suffer from: Hallucination : Models generate plausible but incorrect information Overconfidence : No calibrated uncertainty estimates Opacity : Black-box re...Conceptual Debate Graph (C-DAG) A directed graph structure where propositions, evidence, and rebuttals are nodes with signed edges representing support/attack relationships. The graph enables: Structured argument representation Influence propagation via Bayesian updating Conflict detection and resolution Visual debugging and analysis Evidence-Directed Debate Orchestration (EDDO) Algorithm for managing multi-round debates with configurable stopping criteria: Convergence detection (posterior stabi...Multi-Agent Debate System Agent Role Capabilities Moderator Orchestration Creates debate agendas, manages rounds, evaluates stopping criteria, breaks ties Specialist Evidence Gathering Domain-specific research, hybrid retrieval, source quality assessment Refuter Challenge Generation Counter-evidence, methodological critiques, logical fallacy detection Jury Verdict Rendering Bayesian aggregation, confidence calibration, label assignment Conceptual Debate Graph (C-DAG) Node Types: Type Description...From PyPI (Recommended) pip install argus-debate-ai From Source (Development) git clone https://github.com/argus-ai/argus.git cd argus pip install -e &quot;.[dev]&quot; Optional Dependencies # All features including development tools pip install argus-debate-ai [ all ] # Individual extras pip install argus-debate-ai [ ollama ] # Ollama local LLM support pip install argus-debate-ai [ cohere ] # Cohere integration pip install argus-debate-ai [ mistral ] # Mistral integration pip install argus-debate-ai [ gr...Basic Usage from argus import RDCOrchestrator , get_llm # Initialize with any supported LLM llm = get_llm ( &quot;openai&quot; , model = &quot;gpt-4o&quot; ) # Run a debate on a proposition orchestrator = RDCOrchestrator ( llm = llm , max_rounds = 5 ) result = orchestrator . debate ( &quot;The new treatment reduces symptoms by more than 20%&quot; , prior = 0.5 , # Start with 50/50 uncertainty ) print ( f &quot;Verdict: { result . verdict . label } &quot; ) print ( f &quot;Posterior: { result . verdict . posterior : .3f } &quot; ) print ( f &quot;Evi...ARGUS v3.1 supports 27+ LLM providers through a unified interface. All providers implement the same BaseLLM interface for seamless interchangeability. Supported Providers Provider Models Features API Key Env Variable OpenAI GPT-4o, GPT-4, o1 Generate, Stream, Embed OPENAI_API_KEY Anthropic Claude 3.5 Sonnet, Opus Generate, Stream ANTHROPIC_API_KEY Google Gemini 1.5 Pro/Flash Generate, Stream, Embed GOOGLE_API_KEY Ollama Llama 3.2, Mistral, Phi Local deployment N/A (local) Cohere Command R, R+ Ge...ARGUS v3.1 includes 16 embedding providers for semantic search and RAG applications. Available Providers Type Providers Local (Free) SentenceTransformers, FastEmbed, Ollama Cloud APIs OpenAI, Cohere, HuggingFace, Voyage, Mistral, Google, Azure, Together, NVIDIA, Jina, Nomic, Bedrock, Fireworks Quick Examples from argus.embeddings import get_embedding , list_embedding_providers # List all 16 providers print ( list_embedding_providers ()) # Local embeddi
"fallback_evidence": false,
"content": "Client Challenge\nA required part of this site couldn\u2019t load. This may be due to a browser\nextension, network issues, or browser settings. Please check your\nconnection, disable any ad blockers, or try using a different browser.",
"quality": "strong",
"relevance_score": 0.93,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://en.wikipedia.org/wiki/Direct_Anonymous_Attestation",
"title": "Direct Anonymous Attestation - Wikipedia",
"category": "EXISTING_PROTOCOLS",
"summary": "The protocol has been adopted by the Trusted Computing Group (TCG) in the latest version of its Trusted Platform Module (TPM) specification to address privacy concerns (see also Loss of Internet anonymity).",
"fallback_evidence": false,
"quality": "strong",
"relevance_score": 0.31,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.thenetworkfirm.com/real-time-reserves-for-crypto-blockchain-auditing-the-network-firm",
"title": "Real-Time Proof of Reserves Attestations | The Network Firm",
"category": "EXISTING_PROTOCOLS",
"summary": "Real-Time Reserves closes the gap between on-chain liabilities and off-chain assets with on-demand CPA attestation reporting under \u2026",
"fallback_evidence": false,
"quality": "strong",
"relevance_score": 0.34,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://altcoinsanalysis.com/vechain-targets-16-trillion-rwa-market-with-new-attestation-solution/",
"title": "VeChain Targets $16 Trillion RWA Market With New Attestation \u2026",
"category": "EXISTING_PROTOCOLS",
"summary": "May 1, 2026 \u00b7 VeChain is positioning itself at the forefront of the rapidly growing tokenized real-world asset (RWA) market, which is \u2026",
"fallback_evidence": false,
"quality": "strong",
"relevance_score": 0.31,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://verichaintechnologies.com/",
"title": "Verichain Technologies \u2014 Tokenizing Africa's Mineral Wealth",
"category": "EXISTING_PROTOCOLS",
"summary": "Strategic Sovereign Mineral Infrastructure Africa's Mineral Wealth. On-Chain. Verichain Technologies engineers the blockchain \u2026",
"fallback_evidence": false,
"quality": "weak",
"relevance_score": 0.14,
"acceptance_reason": "accepted as weak crypto context"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://en.wikipedia.org/wiki/Attestation",
"title": "Attestation - Wikipedia",
"category": "FAILED_PRECEDENTS",
"summary": "An attestation is something that serves to bear witness, confirm, authenticate or verify the validity of some fact or status. An attestor is someone who performs an attestation.",
"fallback_evidence": false,
"quality": "weak",
"relevance_score": 0.14,
"acceptance_reason": "accepted as weak crypto context"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.linkedin.com/company/prescientsecurity",
"title": "Prescient Security | LinkedIn",
"category": "FAILED_PRECEDENTS",
"summary": "Prescient Security | 8 400 sleduj\u00edc\u00edch u\u017eivatel\u016f na LinkedIn. The leader in security testing + compliance certifications for SaaS companies globally. | Prescient Security and Assurance, a global leader in cybersecurity, empowers over 5,000\u2026",
"fallback_evidence": false,
"quality": "weak",
"relevance_score": 0.14,
"acceptance_reason": "accepted as weak crypto context"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.canadim.com/settlement-funds/",
"title": "Proof of Funds for Express Entry - Canadim",
"category": "PAYMENT_MODELS",
"summary": "Proof of funds is a crucial requirement for Express Entry and Canadian immigration as it serves to ensure that prospective immigrants have the financial means to support themselves and their families upon arrival in Canada.",
"fallback_evidence": false,
"quality": "weak",
"relevance_score": 0.12,
"acceptance_reason": "accepted as weak crypto context"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://github.com/highflame-ai/zeroid/blob/main/docs/attestation.md",
"title": "zeroid/docs/attestation.md at main \u00b7 highflame-ai/zeroid\u2026",
"category": "TOKEN_MODELS",
"summary": "An attestation is a piece of proof material an identity submits to ZeroID claiming \"I am the workload I say I am, running where I say I run.\"",
"fallback_evidence": false,
"quality": "strong",
"relevance_score": 0.36,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://gitcoin.co/mechanisms/staking-slashing",
"title": "Staking/Slashing | Gitcoin",
"category": "STAKING_MODELS",
"summary": "Staking/Slashing is a coordination mechanism where participants lock capital (stake) as a guarantee of honest behavior, with misbehavior triggering automatic penalties (slashing).",
"fallback_evidence": false,
"quality": "strong",
"relevance_score": 0.4,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.ledger.com/academy/glossary/attestation-agentic",
"title": "Attestation (Agentic) | Ledger",
"category": "STAKING_MODELS",
"summary": "Attestation is a cryptographic receipt authorized by a human, confirming an AI agent is authorized to perform a specific task.",
"fallback_evidence": false,
"quality": "weak",
"relevance_score": 0.17,
"acceptance_reason": "accepted as weak crypto context"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.csob.cz/documents/10710/25791461/green-bond-framework-second-party-opinion.pdf",
"title": "\u010cSOB Green Bond Framework \u2013 Second party Opinion",
"category": "PROVIDER_ECONOMICS",
"summary": "Assurance or attestation regarding an issuer\u2019s internal tracking method for use of proceeds, allocation of funds from Green Bond proceeds, statement of environmental impact or alignment of reporting with the GBP, may also be termed\u2026",
"fallback_evidence": false,
"quality": "weak",
"relevance_score": 0.17,
"acceptance_reason": "accepted as weak crypto context"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://support.apple.com/en-gb/guide/deployment/dep28afbde6a/web",
"title": "Managed Device Attestation for Apple devices \u2013 Apple Support\u2026",
"category": "NETWORK_BOOTSTRAP",
"summary": "Managed Device Attestation is a feature in iOS 16, iPadOS 16.1, macOS 14 and tvOS 16 that provides strong evidence about which properties of a device can be used as part of a trust evaluation.",
"fallback_evidence": false,
"quality": "strong",
"relevance_score": 0.23,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.attestationmea.com/china-attestation-visa-services-chennai/",
"title": "China Attestation & Visa Services Chennai | MEA + Embassy",
"category": "NETWORK_BOOTSTRAP",
"summary": "China attestation services in Chennai for educational, personal and commercial documents. Complete embassy attestation process including Notary, HRD/Home Department, MEA attestation and Chinese Embassy authentication.",
"fallback_evidence": false,
"quality": "weak",
"relevance_score": 0.14,
"acceptance_reason": "accepted as weak crypto context"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://ethereum.org/developers/docs/consensus-mechanisms/pos/attack-and-defense/",
"title": "Ethereum proof-of-stake attack and defense | ethereum.org",
"category": "OFFCHAIN_ALTERNATIVES",
"summary": "Learn about the known attack vectors on proof-of-stake Ethereum and how they are defended.",
"fallback_evidence": false,
"quality": "weak",
"relevance_score": 0.17,
"acceptance_reason": "accepted as weak crypto context"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://chainscorelabs.com/comparisons/stablecoins-fiat-backed-vs-crypto-backed/reserve-verification-and-transparency/on-chain-attestation-reports-vs-off-chain-pdf-reports",
"title": "On-Chain Attestation vs Off-Chain PDF Reports | Reserve Verification",
"category": "SECURITY_INCIDENTS",
"summary": "On-Chain \ue000Attestation\ue001 vs Off-Chain PDF Reports | Reserve \ue000Verification\ue001",
"fallback_evidence": false,
"quality": "strong",
"relevance_score": 0.25,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://blog.skypher.co/blog/understanding-security-attestation-importance-mechanisms",
"title": "Understanding Security Attestation: Importance & Mechanisms",
"category": "SECURITY_INCIDENTS",
"summary": "Understanding \ue000Security\ue001 \ue000Attestation\ue001: Importance & Mechanisms",
"fallback_evidence": false,
"quality": "strong",
"relevance_score": 0.22,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.scribd.com/document/944939760/ATTESTATION-ouatt-12",
"title": "ATTESTATION Ouatt 12 | PDF \u2026",
"category": "SECURITY_INCIDENTS",
"summary": "\ue000ATTESTATION\ue001 Ouatt 12 | PDF | Foreign \ue000Exchange\ue001 \ue000Market\ue001 | Currency",
"fallback_evidence": false,
"quality": "weak",
"relevance_score": 0.17,
"acceptance_reason": "accepted as weak crypto context"
},
{
"type": "public_web",
"source": "searxng",
"url": "https://docs.nvidia.com/attestation/cloud-services/latest/nras/nras_introduction.html",
"title": "Introduction \u2014 Cloud Services",
"category": "TOKEN_LAUNCH_PRECEDENTS",
"summary": "REST API Based GPU Attestation: Provides a simple, RESTful API interface for seamless integration into existing applications and workflows, enabling developers to implement attestation with minimal complexity.",
"fallback_evidence": false,
"quality": "strong",
"relevance_score": 0.22,
"acceptance_reason": "crypto-relevant technical/protocol evidence"
}
],
"source_rejections": [
{
"type": "public_web",
"source": "searxng",
"url": "https://www.sec.gov/files/ctf-written-input-inatba-053025.pdf",
"title": "DeFi Self-Regulation: A Proposal for the Industry - SEC.gov",
"category": "USER_PAIN",
"summary": "This report provides a structured DeFi Self-Regulation Proposal, detailing key risk categories and specific best practices to ensure \u2026",
"fallback_evidence": false,
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"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.06
},
{
"type": "public_web",
"source": "searxng",
"url": "https://veritaschain.org/",
"title": "VeritasChain | Official Site - Cryptographic Audit Standards for ...",
"category": "EXISTING_PROTOCOLS",
"summary": "Jan 20, 2025 \u00b7 VeritasChain develops open cryptographic audit and provenance standards for algorithmic and AI-driven trading. VCP \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.11
},
{
"type": "public_web",
"source": "searxng",
"url": "https://verichains.io/",
"title": "Verichains",
"category": "EXISTING_PROTOCOLS",
"summary": "A shoutout to @ngocquy0307 for collaborating and providing a lot of support during the bug-hunting process, to @tuo4n8 for \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.06
},
{
"type": "public_web",
"source": "searxng",
"url": "https://support.microsoft.com/de-de/windows/deinstallieren-oder-entfernen-von-apps-und-programmen-in-windows-4b55f974-2cc6-2d2b-d092-5905080eaf98",
"title": "Deinstallieren oder Entfernen von Apps und Programmen in Windows",
"category": "FAILED_PRECEDENTS",
"summary": "Wenn Sie keine App oder kein Programm finden k\u00f6nnen, probieren Sie die Tipps unter Alle Ihre Apps in Windows anzeigen und \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://coinmate.io/cs",
"title": "Nakupujte crypto za CZK - Jedin\u00e1 \u010desk\u00e1 kryptoburza",
"category": "FAILED_PRECEDENTS",
"summary": "Nejv\u00fdhodn\u011bj\u0161\u00ed m\u00edsto pro n\u00e1kup crypto m\u011bny za \u010desk\u00e9 koruny. V\u0161e v \u010de\u0161tin\u011b. Registrujte se.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://support.microsoft.com/en-us/windows/apps/use-snipping-tool-to-capture-screenshots",
"title": "Use Snipping Tool to capture screenshots | Microsoft Support",
"category": "FAILED_PRECEDENTS",
"summary": "Learn how to use Snipping Tool to capture a screenshot, or snip, of any object on your screen, and then annotate, save, or share the \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.queppelin.com/blockchain-development-services/",
"title": "Blockchain Development Services \u2013 Queppelin",
"category": "FAILED_PRECEDENTS",
"summary": "",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.hotel-shikisai.co.jp/",
"title": "\u5965\u65e5\u5149\u30db\u30c6\u30eb\u56db\u5b63\u5f69 | \u548c\u306e\u30d2\u30fc\u30ea\u30f3\u30b0\u30ea\u30be\u30fc\u30c8\u30db\u30c6\u30eb",
"category": "FAILED_PRECEDENTS",
"summary": "\u7f8e\u5473\u3078\u306e\u8ffd\u6c42 \u65e5\u5149\u306e\u81ea\u7136\u8c4a\u304b\u306a\u5730\u306e\u7d20\u6750\u3092\u6d3b\u304b\u3057\u3001\u7e4a\u7d30\u3067\u98a8\u60c5\u6ea2\u308c\u308b\u90f7\u571f\u6599\u7406\u3067\u304b\u3089\u3060\u306e\u4e2d\u304b\u3089\u7f8e\u3057\u304f\u3002 \u56db\u5b63\u6298\u3005\u306b\u5909\u5316\u3059\u308b\u65b0\u9bae \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://relohotels.com/list_of_hotels/hotel-shikisai/",
"title": "\u5965\u65e5\u5149\u30db\u30c6\u30eb\u56db\u5b63\u5f69 - Relo Hotels",
"category": "FAILED_PRECEDENTS",
"summary": "\u65e5\u5149\u56fd\u7acb\u516c\u5712\u306e\u81ea\u7136\u306e\u4e2d\u306b\u4f47\u3080\u3002 \u4e2d\u7985\u5bfa\u6e56\u3068\u5965\u65e5\u5149\u306e\u5c71\u3005\u306b\u62b1\u304b\u308c\u305f\u4e73\u767d\u8272\u306e\u5929\u7136\u786b\u9ec4\u6cc9\u3001\u6e90\u6cc9\u304b\u3051\u6d41\u3057\u304c\u81ea\u6162\u3002 \u304a\u98df\u4e8b\u306f\u65e5\u5149\u6e6f \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://lala.ne.jp/",
"title": "LaLa [\u6708\u520a\u30e9\u30e9] | \u767d\u6cc9\u793e",
"category": "PAYMENT_MODELS",
"summary": "LaLa\u306f\u6bce\u670824\u65e5\u767a\u58f2\uff01 \u30d0\u30e9\u30a8\u30c6\u30a3\u306b\u5bcc\u3093\u3060\u30d1\u30ef\u30fc\u3042\u3075\u308c\u308b\u30b3\u30df\u30c3\u30af\u8a8c\uff01\uff01",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://coinmate.io/cz/stablecoiny/",
"title": "Co jsou stablecoiny? - Vysv\u011btleno krok za krokem.",
"category": "PAYMENT_MODELS",
"summary": "Zjist\u011bte, pro\u010d investo\u0159i pou\u017e\u00edvaj\u00ed stablecoiny a jak v\u00e1m mohou usnadnit obchodov\u00e1n\u00ed.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.08
},
{
"type": "public_web",
"source": "searxng",
"url": "https://lala.ne.jp/lms/",
"title": "\u30de\u30f3\u30ac\u4f5c\u54c1\u52df\u96c6\uff5cLaLa [\u6708\u520a\u30e9\u30e9]\u3010\u767d\u6cc9\u793e\u3011",
"category": "PAYMENT_MODELS",
"summary": "LaLa\u306f\u6bce\u670824\u65e5\u767a\u58f2\uff01 \u30d0\u30e9\u30a8\u30c6\u30a3\u306b\u5bcc\u3093\u3060\u30d1\u30ef\u30fc\u3042\u3075\u308c\u308b\u30b3\u30df\u30c3\u30af\u8a8c\uff01\uff01",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://support.microsoft.com/ja-JP/support/get-help/about-get-help",
"title": "\u30d8\u30eb\u30d7\u306b\u3064\u3044\u3066 | Microsoft Support",
"category": "PAYMENT_MODELS",
"summary": "\u30d8\u30eb\u30d7\u306b\u3064\u3044\u3066 Windows Get Help \u30a2\u30d7\u30ea\u306f\u3001\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3001FAQ\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3 \u30d5\u30a9\u30fc\u30e9\u30e0\u3001Microsoft \u30b5\u30dd\u30fc\u30c8\u62c5\u5f53\u8005\u304b\u3089\u306e \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://support.microsoft.com/en-US/support/get-help/about-get-help",
"title": "About Get Help | Microsoft Support",
"category": "PAYMENT_MODELS",
"summary": "The Windows Get Help app is a centralized hub for accessing a wide range of resources, including tutorials, FAQs, community \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://support.google.com/youtube/answer/95725?hl=en&co=GENIE.Platform%3DDesktop",
"title": "View, delete, or turn on or off watch history",
"category": "TOKEN_MODELS",
"summary": "YouTube watch history makes it easy to find videos you recently watched, and, when it\u2019s turned on, allows us to give relevant video \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.06
},
{
"type": "public_web",
"source": "searxng",
"url": "https://support.google.com/youtube/answer/6308116?hl=ko&co=GENIE.Platform%3DDesktop",
"title": "YouTube Premium \ud61c\ud0dd \uc0ac\uc6a9\ud558\uae30 - \ucef4\ud4e8\ud130 - YouTube \uace0\uac1d\uc13c\ud130",
"category": "TOKEN_MODELS",
"summary": "YouTube Premium \uc744 \uc0ac\uc6a9\ud558\uba74 \ub3d9\uc601\uc0c1 \uc7ac\uc0dd \uc804\uacfc \uc911\uac04\uc5d0 \ub098\uc624\ub294 \uad11\uace0\ub85c \uc778\ud55c \ub04a\uae40 \uc5c6\uc774 \uc218\ubc31\ub9cc \uac1c\uc758 \ub3d9\uc601\uc0c1\uc744 \uac10\uc0c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc11c\ub4dc \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.how2shout.com/how-to/how-to-get-help-in-windows-11.html",
"title": "How to Get Help in Windows 11: 10 Ways That Actually Work",
"category": "TOKEN_MODELS",
"summary": "May 1, 2026 \u00b7 Get help in Windows 11 using 10 proven methods. From the Get Help app and troubleshooters to Copilot and Microsoft \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.wikihow.com/Get-Help-in-Windows-11",
"title": "How to Get Help in Windows 11: 3 Quick & Easy Ways",
"category": "TOKEN_MODELS",
"summary": "Mar 21, 2026 \u00b7 Ways to Get Help in Windows 11 Open the Get Help app, type what's going on, then use the suggestions to fix the \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.rafacollection.com/",
"title": "Rafa Collection",
"category": "STAKING_MODELS",
"summary": "Welcome to RAFA COLLECTION, your one-stop destination for effortless online shopping! Explore a wide range of stylish, high \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.rafacollection.com/collections/all",
"title": "Products \u2013 Rafa Collection",
"category": "STAKING_MODELS",
"summary": "Welcome to RAFA COLLECTION, your one-stop destination for effortless online shopping! Explore a wide range of stylish, high \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=Y0tOWt8qDlw",
"title": "Solana Staking vs Ethereum Staking: Yields, Slashing, Lock-ups",
"category": "STAKING_MODELS",
"summary": "Solana staking pays roughly five and a half to six per cent and Ethereum roughly three, but those figures are measured differently: ... // Source: Youtube // Channel: Chain Sense",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"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_MODELS",
"summary": "21.7K views - 11 months ago - YouTube - CEX.IO",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=q3I0LO1spnA",
"title": "Proof of Stake (PoS) Explained | Validators, Staking, Slashing & Ethereum PoS | Blockchain Consensus",
"category": "STAKING_MODELS",
"summary": "In this video, we explain the **Proof of Stake (PoS) Consensus Mechanism** used in blockchain and Distributed Ledger ... // Source: Youtube // Channel: At A Glance!",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=YWhXPQsWbgc",
"title": "Staking Rewards vs. Risks: What You Need to Know",
"category": "STAKING_MODELS",
"summary": "Learn how cryptocurrency staking works and evaluate if the potential rewards justify the inherent risks to your digital assets. // Source: Youtube // Channel: 0xUnstuck",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://mahasiswa.unair.ac.id/",
"title": "Kube-Universitas Airlangga Cyber Campus",
"category": "SLASHING_PRECEDENTS",
"summary": "Sehubungan dengan upaya peningkatan keamanan akun email mahasiswa, kami menghimbau seluruh mahasiswa untuk segera \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://unairsatu.unair.ac.id/site/login",
"title": "SSO - Universitas Airlangga",
"category": "SLASHING_PRECEDENTS",
"summary": "Copyright \u00a9 2023 Universitas Airlangga.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=SbUVIOpjWo0",
"title": "Crypto Education - Slashing Explained | Animation | Cryptomatics",
"category": "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": "noisy or low-evidence source",
"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": "SLASHING_PRECEDENTS",
"summary": "30 views - 3 months ago - YouTube - Blockspot",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=mFfxE6M_AXU",
"title": "Slashing",
"category": "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": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=FzxjXmfNmFg",
"title": "How EigenLayer Intersubjective Forking Works",
"category": "SLASHING_PRECEDENTS",
"summary": "117 views - 3 months ago - YouTube - Crypto Seeker",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.timeanddate.com/stopwatch/",
"title": "Online Stopwatch - easy to use - timeanddate.com",
"category": "PROVIDER_ECONOMICS",
"summary": "Online stopwatch. Easy to use and accurate stopwatch with lap times and alarms. Optional split intervals and alarm sound.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.timeanddate.com/",
"title": "timeanddate.com",
"category": "PROVIDER_ECONOMICS",
"summary": "Welcome to the world's top site for time, time zones, and astronomy. Organize your life with free online info and tools you can rely on. \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"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": "noisy or low-evidence source",
"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": "noisy or low-evidence source",
"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": "noisy or low-evidence source",
"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": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://forum.xnxx.com/",
"title": "XNXX Adult Forum",
"category": "NETWORK_BOOTSTRAP",
"summary": "13 hours ago \u00b7 Hello, New users on the forum won't be able to send PM untill certain criteria are met (you need to have at least 6 \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.06
},
{
"type": "public_web",
"source": "searxng",
"url": "https://forum.xnxx.com/threads/sexxxx.444232/",
"title": "Sexxxx - XNXX Adult Forum",
"category": "NETWORK_BOOTSTRAP",
"summary": "Nov 7, 2016 \u00b7 Sexxxx Hello, New users on the forum won't be able to send PM untill certain criteria are met (you need to have at least \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.06
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=UZH8beyHrY0",
"title": "Yield Farming & Bootstrapping Liquidity | Ethereal Sessions 002",
"category": "NETWORK_BOOTSTRAP",
"summary": "What is yield farming, aka liquidity mining? What are the pros and cons? How does one benefit from it? We'll unlock these ... // Source: Youtube // Channel: Ethereal Summit",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=8IPxcciW-hY",
"title": "How to Master Supply & Demand Flip Zones (ULTIMATE Course)",
"category": "NETWORK_BOOTSTRAP",
"summary": "562.9K views - May 19, 2024 - YouTube - The Trading Geek",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=-C7dZgmWODg",
"title": "How to think about savings rates in crypto",
"category": "NETWORK_BOOTSTRAP",
"summary": "Introduction Lending and borrowing cryptocurrencies is becoming an increasingly important sub-sector of the crypto industry, one ... // Source: Youtube // Channel: Tyler",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=u1tR2HdwdhQ",
"title": "Watch Bitcoin Move from Supply to Demand & Back | QUANTORA Setup",
"category": "NETWORK_BOOTSTRAP",
"summary": "15 hours ago - YouTube - @Quantora - Trade Smarter. Win Consistently",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://zhidao.baidu.com/question/580670653.html",
"title": "\u68a6\u5e7b\u897f\u6e38\u9ed1\u98ce\u5c71\u526f\u672c\u6284\u5199\u5927\u5168_\u767e\u5ea6\u77e5\u9053",
"category": "ONCHAIN_ALTERNATIVES",
"summary": "\u68a6\u5e7b\u897f\u6e38\u9ed1\u98ce\u5c71\u526f\u672c\u6284\u5199\u5927\u5168\u68a6\u5e7b\u897f\u6e38\u9ed1\u98ce\u5c71\u526f\u672c\u6284\u5199\u5927\u5168\uff1a1\u3001\u8bf8\u6cd5\u56e0\u7f18\u751f\u6211\u8bf4\u662f\u56e0\u7f18\u56e0\u7f18\u5c3d\u6545\u706d\u6211\u4f5c\u5982\u662f\u8bf4\uff1b2\u3001\u82e5\u83e9\u8428\u6b32\u5f97\u51c0\u571f\u5f53 \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://zhidao.baidu.com/question/40780676.html",
"title": "\u7ca4A \u7ca4B \u7ca4C \u7ca4D \u7ca4E \u7ca4F \u7ca4G \u7ca4H \u7ca4J \u7ca4K \u7ca4L \u7ca4M \u7ca4N \u7ca4P \u7ca4Q \u7ca4R",
"category": "ONCHAIN_ALTERNATIVES",
"summary": "Dec 2, 2007 \u00b7 \u7ca4A\u5e7f\u5dde\uff0c\u7ca4B\u6df1\u5733\uff0c\u7ca4C\u73e0\u6d77\uff0c\u7ca4D\u6c55\u5934\uff0c\u7ca4E\u4f5b\u5c71\uff08\u9664\u987a\u5fb7\u5357\u6d77\u533a\uff09\uff0c\u7ca4F\u97f6\u5173\uff0c\u7ca4G\u6e5b\u6c5f\uff0c\u7ca4H\u8087\u5e86\uff0c \u7ca4J\u6c5f\u95e8\uff0c\u7ca4K \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://go.scholarshipjunkie.com/scholarships-near-me/",
"title": "Scholarships Near Me | Sade, the Scholarship Junkie",
"category": "OFFCHAIN_ALTERNATIVES",
"summary": "Scholarships Near Me State & Local Scholarships Database\ud83d\uddfa\ufe0f watch \ufe0f: How to Use the Database ... Want full access to over \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://fundsforindividuals.fundsforngos.org/articles/how-to-find-and-apply-for-local-scholarships/",
"title": "How to Find and Apply for Local Scholarships",
"category": "OFFCHAIN_ALTERNATIVES",
"summary": "How to Find and Apply for Local Scholarships When embarking on the journey to secure financial aid for education, one of the most \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://finex.cz/recenze/coinbase/",
"title": "Recenze Coinbase Poplatky, zku\u0161enosti, n\u00e1vod [2026]",
"category": "OFFCHAIN_ALTERNATIVES",
"summary": "Hodnocena je dostupnost \u010desk\u00e9ho jazyka, kvalita u\u017eivatelsk\u00e9 podpory \u010di n\u00e1pov\u011bdy, vklad/v\u00fdb\u011br a investov\u00e1n\u00ed v \u010desk\u00fdch korun\u00e1ch, \u010desk\u00e9 krypto p\u00e1ry nebo p\u0159\u00edslu\u0161n\u00e9 regulace v \u010cesk\u00e9 republice.",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://news.mit.edu/topic/artificial-intelligence2",
"title": "Artificial intelligence | MIT News | Massachusetts Institute of Technology",
"category": "OFFCHAIN_ALTERNATIVES",
"summary": "6 days ago \u00b7 Professor Emeritus Dimitri Bertsekas, influential computer scientist and prolific author, dies at 83 Known for his clear and \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://news.mit.edu/2022/artificial-intelligence-can-detect-parkinsons-from-breathing-patterns-0822",
"title": "Artificial intelligence model can detect Parkinson\u2019s from breathing ...",
"category": "OFFCHAIN_ALTERNATIVES",
"summary": "Aug 22, 2022 \u00b7 A new device can detect Parkinson&#039;s disease just from breathing patterns. The device, developed by a team \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.03
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.52pojie.cn/thread-1891616-1-1.html",
"title": "\u8fc5\u96f711.1.1.1052 \u7eff\u8272\u514d\u5b89\u88c5\u7248 - \u543e\u7231\u7834\u89e3 - 52pojie.cn",
"category": "LEGAL_REGULATORY",
"summary": "Feb 21, 2024 \u00b7 \u867d\u7136\u4eca\u5929\u5df2\u7ecf\u843d\u5bde\uff0c\u4f46\u4f5c\u4e3a\u66fe\u7ecf\u7684\u8d44\u6e90\u4e0b\u8f7d\u9738\u4e3b\uff0c\u7528\u6765\u4e0b\u8f7d\u4e00\u4e9b\u7535\u5f71\u3001\u7cfb\u7edf\u955c\u50cf\u8fd8\u662f\u975e\u5e38\u4e0d\u9519\u7684\u3002\u4e0b\u8f7d\u5730 \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.52pojie.cn/thread-1197235-1-1.html",
"title": "\u8fc5\u96f7\u6781\u901f\u72481.0.35.366\uff0c\u81ea\u7528\u5f88\u4e45\uff0c\u901f\u5ea6\u4e0d\u9519 - \u543e\u7231\u7834\u89e3 ...",
"category": "LEGAL_REGULATORY",
"summary": "Jun 10, 2020 \u00b7 [Windows] \u8fc5\u96f7\u6781\u901f\u72481.0.35.366\uff0c\u81ea\u7528\u5f88\u4e45\uff0c\u901f\u5ea6\u4e0d\u9519 [\u590d\u5236\u94fe\u63a5] ... \u4e0b\u4e00\u9875 \u00bb 1 2 3 4 5 6 7 8 9 10... 23 / 23 \u9875 \u4e0b\u4e00\u9875 \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=MjQAZ2sINbE",
"title": "Why Does Crypto Staking Slashing Happen? - All About Crypto Exchanges",
"category": "LEGAL_REGULATORY",
"summary": "Why Does Crypto Staking Slashing Happen? Are you curious about how crypto staking works and what causes slashing to ... // Source: Youtube // Channel: All About Crypto Exchanges",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=qMgbJM0BiR4",
"title": "What Is Slashing In Crypto Exchange Staking? - All About Crypto Exchanges",
"category": "LEGAL_REGULATORY",
"summary": "What Is Slashing In Crypto Exchange Staking? Are you curious about how crypto exchanges manage your assets and what risks ... // Source: Youtube // Channel: All About Crypto Exchanges",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=W_63MmY3cOQ",
"title": "Crypto Staking Risk (Very Important!)",
"category": "LEGAL_REGULATORY",
"summary": "Crypto Staking: Polkadot, Atom, Avax DISCLAIMER: This is NOT financial or legal advice. I am just offering my opinions. I am not ... // Source: Youtube // Channel: The Bitcoin Express",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=xR4lBKrHDQY",
"title": "Top Staking Strategies 2025",
"category": "LEGAL_REGULATORY",
"summary": "Crypto staking in 2025 has evolved into one of the most important passive income strategies in the digital asset world. // Source: Youtube // Channel: Crypto Robot",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=cCPwtq9qXhY",
"title": "Agents starting from zero will burn through massive token budgets",
"category": "TOKEN_LAUNCH_PRECEDENTS",
"summary": "Models are capable, eager to please but if there is not internal precedent of the AI Agent, it might end up spending huge amounts ... // Source: Youtube // Channel: Hung Lee",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=LDIE8JJjNTE",
"title": "Free Solvus Protocol $SOLV Mining Airdrop",
"category": "TOKEN_LAUNCH_PRECEDENTS",
"summary": "1 views - 13 hours ago - YouTube - Crypto Hot Gems",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=7qHrbly1N7c",
"title": "Morpho \u2013 Building a secure protocol & the launch of Morpho-AaveV3 | 15-minute fundamentals ep.52",
"category": "TOKEN_LAUNCH_PRECEDENTS",
"summary": "Merlin Egalite, Co-Founder of Morpho \u2013 a lending pool optimizer that operates a peer-to-peer layer built on top of lending pools ... // Source: Youtube // Channel: Token Terminal",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=nSvH8yHqsbM",
"title": "\u201cSpur Protocol Token Conversion + TGE Breakdown!\u201d",
"category": "TOKEN_LAUNCH_PRECEDENTS",
"summary": "2.6K views - Jun 19, 2025 - YouTube - DIGITEX",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://finance.yahoo.com/quote/MSFT/",
"title": "Microsoft Corporation (MSFT) Stock Price, News, Quote & History",
"category": "PRE_TOKEN_MONETIZATION_PRECEDENTS",
"summary": "2 days ago \u00b7 Find the latest Microsoft Corporation (MSFT) stock quote, history, news and other vital information to help you with your \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.google.com/finance/quote/MSFT%3ANASDAQ",
"title": "Microsoft Corp (MSFT) Stock Price & News - Google Finance",
"category": "PRE_TOKEN_MONETIZATION_PRECEDENTS",
"summary": "\u2014 MSFT Research MSFT:NASDAQ check_indeterminate_smallAdd to list Microsoft Corp $495.40 arrow_downward -0.30% (-1.48) \u2026",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "insufficient crypto/protocol relevance",
"relevance_score": 0.11
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=81JbmGEnpTI",
"title": "Revenue Coin - $RVC, The Worlds First Revenue Token!",
"category": "PRE_TOKEN_MONETIZATION_PRECEDENTS",
"summary": "Thank You For Watching! Remember to subscribe and hit the bell \" \" icon! Your support means everything to us! // Source: Youtube // Channel: KIFS Crypto",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=7MnffS9VK8c",
"title": "Crypto Fees vs Inflation \ud83e\udde0 Why \u201cRevenue\u201d Isn\u2019t Always Real! Episode 2",
"category": "PRE_TOKEN_MONETIZATION_PRECEDENTS",
"summary": "85 views - 6 months ago - YouTube - Underground Crypto",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=nfqU3wU4L_0",
"title": "How To BUY $BIO BIO PROTOCOL PRE TOKEN CRYPTO COIN",
"category": "PRE_TOKEN_MONETIZATION_PRECEDENTS",
"summary": "Welcome to Token Tutorials! In this video, I will show you How To BUY $BIO BIO PROTOCOL PRE TOKEN CRYPTO COIN ... // Source: Youtube // Channel: Token Tutorials",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
},
{
"type": "public_web",
"source": "searxng",
"url": "https://www.youtube.com/watch?v=ATPBDb807Go",
"title": "What is Crypto Pre-Market and How to Securely Trade Pre-Launch Tokens?",
"category": "PRE_TOKEN_MONETIZATION_PRECEDENTS",
"summary": "4.2K views - Jul 23, 2025 - YouTube - BingX",
"fallback_evidence": false,
"quality": "weak",
"rejection_reason": "noisy or low-evidence source",
"relevance_score": 0.0
}
],
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"page_fetch_count": 10,
"search_result_count": 116,
"coverage": {
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"EXISTING_PROTOCOLS": true,
"FAILED_PRECEDENTS": false,
"PAYMENT_MODELS": false,
"TOKEN_MODELS": true,
"STAKING_MODELS": true,
"SLASHING_PRECEDENTS": false,
"PROVIDER_ECONOMICS": false,
"NETWORK_BOOTSTRAP": true,
"ONCHAIN_ALTERNATIVES": false,
"OFFCHAIN_ALTERNATIVES": false,
"SECURITY_INCIDENTS": true,
"LEGAL_REGULATORY": false,
"TOKEN_LAUNCH_PRECEDENTS": true,
"PRE_TOKEN_MONETIZATION_PRECEDENTS": false
},
"coverage_ratio": 0.47,
"category_coverage_confidence": {
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"EXISTING_PROTOCOLS": "HIGH",
"FAILED_PRECEDENTS": "LOW",
"PAYMENT_MODELS": "LOW",
"TOKEN_MODELS": "HIGH",
"STAKING_MODELS": "HIGH",
"SLASHING_PRECEDENTS": "LOW",
"PROVIDER_ECONOMICS": "LOW",
"NETWORK_BOOTSTRAP": "HIGH",
"ONCHAIN_ALTERNATIVES": "LOW",
"OFFCHAIN_ALTERNATIVES": "LOW",
"SECURITY_INCIDENTS": "HIGH",
"LEGAL_REGULATORY": "LOW",
"TOKEN_LAUNCH_PRECEDENTS": "HIGH",
"PRE_TOKEN_MONETIZATION_PRECEDENTS": "LOW"
},
"source_provider_health": "SEARCH_WORKED",
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},
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"unverified_categories": [
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"SLASHING_PRECEDENTS",
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"ONCHAIN_ALTERNATIVES",
"OFFCHAIN_ALTERNATIVES",
"LEGAL_REGULATORY",
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]
},
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}
],
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},
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},
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},
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"Staking: Validators must stake VERI to participate in attestation markets; slashing risk is denominated in VERI.": 1,
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},
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},
"capability_gaps": [
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},
{
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{
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{
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{
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},
{
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},
{
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},
{
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},
{
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},
{
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],
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},
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},
"system_metrics": {
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"generation_sources": [
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],
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"regeneration_policy": "V0.2 uses total raw generation budget; weak token ideas are not force-filled.",
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},
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},
"stop_conditions": {
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"real_spend": 0
}
}
Reference in a new issue Copy permalink