From 783ad66f4e40267bf0446915d68ca07b0236a0a0 Mon Sep 17 00:00:00 2001 From: Daniel Maddern Date: Sun, 16 Aug 2026 20:17:13 +0700 Subject: [PATCH] Add crypto protocol cohort V0.2 export --- .../commands/export_crypto_venture_cohort.py | 2 +- .../commands/run_crypto_venture_cohort.py | 2 +- docs/crypto_venture_cohort_v02_20260816.json | 7011 +++++++++++++++++ docs/crypto_venture_cohort_v02_20260816.md | 258 + 4 files changed, 7271 insertions(+), 2 deletions(-) create mode 100644 docs/crypto_venture_cohort_v02_20260816.json create mode 100644 docs/crypto_venture_cohort_v02_20260816.md diff --git a/control_plane/ventures/management/commands/export_crypto_venture_cohort.py b/control_plane/ventures/management/commands/export_crypto_venture_cohort.py index 0c21a65..801a6cf 100644 --- a/control_plane/ventures/management/commands/export_crypto_venture_cohort.py +++ b/control_plane/ventures/management/commands/export_crypto_venture_cohort.py @@ -11,7 +11,7 @@ from control_plane.ventures.models import VentureCohort class Command(BaseCommand): - help = "Export a Crypto Venture Cohort V0.1 report." + help = "Export a Crypto Venture Cohort V0.2 report." def add_arguments(self, parser): parser.add_argument("--cohort", help="Cohort stable ID or primary key. Defaults to latest crypto cohort.") diff --git a/control_plane/ventures/management/commands/run_crypto_venture_cohort.py b/control_plane/ventures/management/commands/run_crypto_venture_cohort.py index 92c0df0..379495a 100644 --- a/control_plane/ventures/management/commands/run_crypto_venture_cohort.py +++ b/control_plane/ventures/management/commands/run_crypto_venture_cohort.py @@ -16,7 +16,7 @@ from model_router.router import ModelRouter class Command(BaseCommand): - help = "Run a Crypto / Protocol Venture Cohort V0.1." + help = "Run a Crypto / Protocol Venture Cohort V0.2." def add_arguments(self, parser): parser.add_argument("--size", type=int, default=30) diff --git a/docs/crypto_venture_cohort_v02_20260816.json b/docs/crypto_venture_cohort_v02_20260816.json new file mode 100644 index 0000000..faee811 --- /dev/null +++ b/docs/crypto_venture_cohort_v02_20260816.json @@ -0,0 +1,7011 @@ +{ + "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", + 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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\" size=\"l\" alignment=\"center\" theme=\"day\">\nFind what you need faster with AI-powered suggestions\nAsk a question\nHelp me choose a PC\nMicrosoft 365 tips\nSign in to my account\nGet the ultimate college bundle\nBuy a select PC and get 1 year of Microsoft 365 Premium, Xbox Game Pass Ultimate, and a design-your-own Xbox Wireless Controller\u2014$500+ in added value.*\nRead more\nRead less\nSee offer\nYour productivity, supercharged\nMicrosoft 365 delivers cloud storage, advanced security, and Microsoft Copilot in your favorite apps\u2014all in one plan.\nRead more\nRead less\nShop Microsoft 365\nIntroducing the latest Surface Pro\nGet more done every day with a device that delivers all the power of a laptop in a thin, light 13-inch tablet. Plus, get up to $400 cash back with a qualifying trade-in.*\nRead more\nRead less\nShop now\nMeet the latest Surface Laptop\nAll-day battery life and supercharged productivity make it easy to work and play from anywhere.* Available in two sizes, 13.8 or 15-inch.\nRead more\nRead less\nShop now\nKeyboards, mice, and more\nCustomize your setup with accessories designed for Surface.\nRead more\nRead less\nShop Surface accessories\nXBOX Series X\nThe fastest, most powerful XBOX ever.\nRead more\nRead less\nShop now\nXBOX Game Pass\nPlay hundreds of games from every genre\u2014on XBOX console, PC, and more.\nRead more\nRead less\nJoin Game Pass\nSecondary Nav\nShop Surface\nShop Microsoft 365\nShop XBOX\nFind your next PC\nShop accessories\nShop for your business\nNew\nEmergence begins\nSurvive Emergence Day with the XBOX Wireless Controller \u2013 Gears of War: E-Day Limited Edition as the Locust Horde invades the planet Sera from below.\nPre-order now\nBusiness\nEmpower your business decisions with AI-driven guidance\" size=\"l\" alignment=\"center\" theme=\"day\">\nEmpower your business decisions with AI-driven guidance\nAsk a Question\nLearn about Azure\nFind AI solutions\nSign in to my account\nAzure. Limitless innovation.\nExplore the latest AI-ready databases designed for modern workloads with flexibility, enterprise performance, and built-in scale.\nRead more\nRead less\nGet started with Azure\nAI built for work\nTurn data into insights in the apps you already know with Microsoft 365 Copilot.\nRead more\nRead less\nLearn more\nSurface for Business with Intel\nFast performance for demanding apps, all-day battery life, and built-in security\u2014powered by Intel\u00ae Core\u2122 Ultra Series 3 processors.* \u200b\nNew configurations\nRead more\nRead less\nLearn more\nGrow your business with Microsoft Teams\nOnline meetings, chat, real-time collaboration, and shared cloud storage\u2014all in one place.\nRead more\nRead less\nShop plans and pricing\nDefend continuously with Project Perception\nBring security data, tools, and workflows together in an agentic security system that helps your team find, investigate, and respond to risk at machine speed.\nRead more\nRead less\nLearn how it works\nWindows 11 Pro\nAchieve more with less time and effort. Enhance every workstyle with business AI and features to get organized in a ", + "quality": "strong", + "relevance_score": 0.41, + "acceptance_reason": "crypto-relevant technical/protocol evidence" + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.microsoft.com/en-in/?msockid=27292803918d660f26f63fb490176757", + "title": "Microsoft \u2013 AI, Cloud, Productivity, Computing, Gaming & Apps", + "category": "USER_PAIN", + "summary": "Explore Microsoft products and services and support for your home or business. Shop Microsoft 365, Copilot, Teams, Xbox, \u2026", + "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\nSupport\nWindows Apps\nOneDrive\nOutlook\nMoving from Skype to Teams\nOneNote\nMicrosoft Teams\nShop XBOX\nAccessories\nXBOX Game Pass Ultimate\nXBOX games\nPC games\nMicrosoft AI\nMicrosoft Security\nAzure\nDynamics 365\nMicrosoft 365 for business\nMicrosoft Power Platform\nWindows 365\nDigital Sovereignty\nMicrosoft Developer\nMicrosoft Learn\nSupport for AI marketplace apps\nMicrosoft Tech Community\nMicrosoft Marketplace\nSoftware companies\nVisual Studio\nFree downloads & security\nEducation\nGift Cards\nLicensing\nView Sitemap\nNew\nMeet the newest Surface devices\nDo more with Surface Laptop and Surface Pro \u2013 supercharged productivity, all-day battery life and built-in privacy and data protection.*\nLearn more\nYour productivity, supercharged\nMicrosoft 365 delivers cloud storage, advanced security and Microsoft Copilot in your favourite apps \u2013 all in one plan.\nShop Microsoft 365\nPlay/Pause\nSecondary Nav\nShop Microsoft 365\nShop XBOX\nGet Windows 11\nShop Surface\nMicrosoft OneDrive\nSave your files and photos to OneDrive and access them from any device, anywhere.\nLearn more\nXBOX Game Pass Ultimate\nPlay new titles on day one. Enjoy hundreds of high-quality games with friends on console, PC or cloud.\nJoin now\nXBOX Series X\nThe fastest, most powerful XBOX ever.\nShop XBOX Series X\nXBOX Series S\nNext-gen performance in the smallest XBOX ever.\nShop XBOX Series S\nDesigned for life today \u2013 and tomorrow\nThe next-generation of games. Your goals. Friends and family. Windows 11 was made to bring you closer to everything you love.\nSee if your PC is ready\nFor business\nNew\nNew Surface for Business PCs are here\nFast performance for demanding apps, all-day battery life and built-in security \u2013 powered by Intel\u00ae Core\u2122 Ultra Series 3 processors.*\nLearn more\nMicrosoft 365 Copilot\nSave time and focus on the things that matter most with AI in Microsoft 365 for business.\nLearn more\nJoin the era of AI\nCreate, communicate, and code with the latest Microsoft AI solutions.\nExplore AI solutions\nWindows 11 for business\nDesigned for hybrid work. Powerful for employees. Consistent for IT. Secure for all.\nLearn more\nLess plastic, more planet\u200b\nFrom phasing out single-use plastics to monitoring our climate, discover how Microsoft is helping protect and support the planet.\nLearn more\nFollow Microsoft\nBack to top\nSurface Pro\nSurface Laptop\nCopilot for organizations\nCopilot for personal use\nMicrosoft 365\nExplore Microsoft products\nWindows 11 apps\nAccount profile\nDownload Center\nMicrosoft Store Support\nReturns\nOrder tracking\nMicrosoft in education\nDevices for education\nMicrosoft Teams for Education\nMicrosoft 365 Education\nOffice Education\nEducator training and development\nDeals for students and parents\nAzure for students\nMicrosoft AI\nMicrosoft Security\nAzure\nDynamics 365\nMicrosoft 365\nMicrosoft Advertising\nMicrosoft 365 Copilot\nMicrosoft Teams\nMicrosoft Developer\nMicrosoft Learn\nSupport for AI marketplace apps\nMicrosoft Tech Community\nMicrosoft Marketplace\nMicrosoft Power Platform\nSoftware companies\nVisual Studio\nCareers\nAbout Microsoft\nCompany news\nPrivacy at Microsoft\nInvestors\nSecurity\nSustainability\nEnglish (India)\nYour Privacy Choices\nConsumer Health Privacy\nContact Microsoft\nPrivacy\nManage cookies\nTerms of use\nTrademarks\nAbout our ads", + "quality": "strong", + "relevance_score": 0.35, + "acceptance_reason": "crypto-relevant technical/protocol evidence" + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://careers.microsoft.com/", + "title": "Home | Microsoft Careers", + "category": "USER_PAIN", + "summary": "Do what you love. Create the future you want. Explore the career options that Microsoft has to offer Stage.", + "fallback_evidence": false, + "content": "Home | Microsoft Careers\nhttps://uhf.microsoft.com/en-US/shell/xml/MSActionCenter?headerId=GlobalCareersPCSHeaderprod&footerid=CareersPCSFooterprod\nhttps://careers.microsoft.com/bin/msft/searchheader\nhttps://careers.microsoft.com/v2/global/en/sign-in.html\nhttps://careers.microsoft.com/v2/ca/fr/connexion.html\nhttps://cdn.careers.microsoft.com/aem/asset-manifest.json\n654c6aaa25ad4751986d2b4fdcf3da6f-b7d405fc-078f-42fd-99cf-e21de3479349-7421\nhttps://gcssupportuippe.azureedge.net/asset-manifest.json\nPROD\nhttps://uhf.microsoft.com/fr-CA/shell/xml/MSActionCenter?headerId=GlobalCareersPCSHeaderprod&footerid=CareersPCSFooterprod\nPROD\nhttps://apply.careers.microsoft.com/careers\nWin and thrive together\n\ue721\n\u2716\n\uf2d1\n\u2716\nFind jobs\nEmpowered by Purpose. United by Mission\nWhen you join Microsoft, you\u2019re not just stepping into a job\u2014 you\u2019re stepping into a mission-driven company where purpose is at the heart of everything we do.\nOur mission\u2014to empower every person and every organization on the planet to achieve more\u2014isn\u2019t just words.\nIt\u2019s our foundation. It\u2019s what sets us apart.\nLife at Microsoft\nBenefits\nExplore Microsoft\u2019s world-class benefits designed to help you and your family live well.\nCulture\nWe will only achieve our mission if we live our culture, which starts with applying a growth mindset.\nDiversity and inclusion\nWe are committed to celebrating the diversity around us and its power to drive us forward together.\nHiring Tips\nExplore resources to help you prepare\u2014Microsoft is here to support your interview journey.", + "quality": "weak", + "relevance_score": 0.12, + "acceptance_reason": "accepted as weak crypto context" + }, + { + "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": "EXISTING_PROTOCOLS", + "summary": "\u30d8\u30eb\u30d7\u306b\u3064\u3044\u3066 Windows Get Help 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\u30a2\u30d7\u30ea\u306e [\u30db\u30fc\u30e0] \u30da\u30fc\u30b8\u306e\u30ea\u30f3\u30af\u306b\u5f93\u3063\u3066 \u30a2\u30d7\u30ea\u304b\u3089\u30d8\u30eb\u30d7\u3092\u53d6\u5f97\u3059\u308b] \u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u306f \u3092\u958b\u304d\u3001[ System > Troubleshoot > \u305d\u306e\u4ed6\u306e\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30c4\u30fc\u30eb ] \u3092\u9078\u629e\u3057\u3066\u3001\u305d\u3053\u306b\u79fb\u52d5\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\n\u95a2\u9023\u30c8\u30d4\u30c3\u30af\nMicrosoft \u500b\u4eba\u7528\u30a2\u30ab\u30a6\u30f3\u30c8 \u30e6\u30fc\u30b6\u30fc\u306e\u30d8\u30eb\u30d7\u3092\u8868\u793a\u3059\u308b\nMicrosoft \u306e\u8077\u5834\u307e\u305f\u306f\u5b66\u6821\u30a2\u30ab\u30a6\u30f3\u30c8 \u30e6\u30fc\u30b6\u30fc\u306e\u30d8\u30eb\u30d7\u3092\u8868\u793a\u3059\u308b\n[\u30d8\u30eb\u30d7\u3092\u8868\u793a\u3059\u308b] \u306e\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30c4\u30fc\u30eb\u306e\u5b9f\u884c\n\u30d8\u30eb\u30d7\u306b\u95a2\u3059\u308b\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u63d0\u4f9b\u3059\u308b\n\u3053\u306e\u60c5\u5831\u306f\u5f79\u306b\u7acb\u3061\u307e\u3057\u305f\u304b?\n\u306f\u3044\n\u3044\u3044\u3048\nThank you! 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(Optional)\nSubmit feedback\nBy pressing submit, your feedback will be used to improve Microsoft products and services.\nYour IT admin will be able to collect this data.\nPrivacy Statement.\n\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u3044\u305f\u3060\u304d\u3001\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\u3002\n\u00d7\n\u6700\u65b0\u60c5\u5831\nSurface Pro\nSurface Laptop\nSurface Laptop Ultra\n\u7d44\u7e54\u7528 Copilot\n\u500b\u4eba\u7528 Copilot\nWindows \u3067\u306e AI\nMicrosoft \u88fd\u54c1\u3092\u898b\u308b\nWindows 11 \u30a2\u30d7\u30ea\nMicrosoft Store\n\u30a2\u30ab\u30a6\u30f3\u30c8 \u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\n\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9 \u30bb\u30f3\u30bf\u30fc\nMicrosoft Store \u30b5\u30dd\u30fc\u30c8\n\u8fd4\u54c1\u30fb\u8fd4\u91d1\n\u3054\u6ce8\u6587\u5c65\u6b74\nMicrosoft Store \u3092\u304a\u9078\u3073\u3044\u305f\u3060\u304f\u7406\u7531\n\u6559\u80b2\nMicrosoft 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"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", + "fallback_evidence": false, + "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 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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 able to collect this data.\nPrivacy Statement.\nThank you for your feedback!\n\u00d7\nWhat's new\nSurface Pro\nSurface La", + "quality": "strong", + "relevance_score": 0.53, + "acceptance_reason": "crypto-relevant technical/protocol evidence" + }, + { + "type": "public_web", + "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", + "fallback_evidence": false, + "quality": "weak", + "relevance_score": 0.14, + "acceptance_reason": "accepted as weak crypto context" + }, + { + "type": "public_web", + "source": "searxng", + "url": "https://www.cloudflare.com/learning/security/risk-based-authentication/", + "title": "What is risk-based authentication?", + "category": "FAILED_PRECEDENTS", + "summary": "Machine learning is used to compare these data points against each other and detect deviations from the norm.", + "fallback_evidence": false, + "quality": "weak", + "relevance_score": 0.2, + "acceptance_reason": "accepted as weak crypto context" + }, + { + "type": "public_web", + "source": "searxng", + "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", + "category": "FAILED_PRECEDENTS", + "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", + "fallback_evidence": false, + "quality": "weak", + "relevance_score": 0.17, + "acceptance_reason": "accepted as weak crypto context" + }, + { + "type": "public_web", + "source": "searxng", + "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", + "fallback_evidence": false, + "quality": "weak", + "relevance_score": 0.2, + "acceptance_reason": "accepted as weak crypto context" + }, + { + "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_button_group_web_innertube\":true,\"enable_ai_disclosure_for_video_display_compact_button_group_web\":true,\"enable_ai_d", + "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() 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+ "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() 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+ "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() 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+ "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! 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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. 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This overview \u2026", + "fallback_evidence": false, + "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", + "relevance_score": 0.46, + "acceptance_reason": "crypto-relevant technical/protocol evidence" + }, + { + "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", + "fallback_evidence": false, + "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. 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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