Chainlabs Insights https://chainlabs.ai/insights Blog posts, reports, and case studies from the Chainlabs team. en Five tests to run before you trust your AI agent's data https://chainlabs.ai/insights/five-tests-to-run-before-you-trust-your-ai-agents-data https://chainlabs.ai/insights/five-tests-to-run-before-you-trust-your-ai-agents-data Mon, 02 Nov 2026 00:00:00 GMT BLOG Can you trust your AI agent’s data? Where crypto labels come from, and why your AI agent needs to know https://chainlabs.ai/insights/where-crypto-labels-come-from-and-why-your-ai-agent-needs-to-know https://chainlabs.ai/insights/where-crypto-labels-come-from-and-why-your-ai-agent-needs-to-know Fri, 23 Oct 2026 00:00:00 GMT BLOG How much you can trust a label depends on how it was made. How Exchanges Break Your AI Agent’s Automated Tracing https://chainlabs.ai/insights/how-exchanges-break-your-ai-agents-automated-tracing https://chainlabs.ai/insights/how-exchanges-break-your-ai-agents-automated-tracing Wed, 21 Oct 2026 00:00:00 GMT BLOG (And How To Prevent It) The Shape of DeFi (Part II) https://chainlabs.ai/insights/the-shape-of-defi-ii https://chainlabs.ai/insights/the-shape-of-defi-ii Mon, 19 Oct 2026 00:00:00 GMT REPORTS Tracing by Behaviour A Maze of Wallets https://chainlabs.ai/insights/a-maze-of-wallets-what-it-takes-for-ai-to-follow-the-bitget-millions https://chainlabs.ai/insights/a-maze-of-wallets-what-it-takes-for-ai-to-follow-the-bitget-millions Fri, 16 Oct 2026 00:00:00 GMT BLOG What it takes for AI to follow the Bitget millions The Shape of DeFi (Part I) https://chainlabs.ai/insights/the-shape-of-defi https://chainlabs.ai/insights/the-shape-of-defi Tue, 29 Sep 2026 00:00:00 GMT REPORTS Mapping by Function Close, But Not Case-Closed https://chainlabs.ai/insights/close-but-not-case-closed https://chainlabs.ai/insights/close-but-not-case-closed Wed, 23 Sep 2026 00:00:00 GMT CASE STUDIES A courtroom test of the method behind wallet labelling $LIBRA: Re-Verified https://chainlabs.ai/insights/libra-re-verified https://chainlabs.ai/insights/libra-re-verified Tue, 07 Jul 2026 00:00:00 GMT REPORTS Crypto's infamous exit scam, 18 months later Crypto Gambling's AML Reckoning https://chainlabs.ai/insights/crypto-gamblings-aml-reckoning https://chainlabs.ai/insights/crypto-gamblings-aml-reckoning Tue, 30 Jun 2026 00:00:00 GMT BLOG From FinCEN to MiCA the sector is headed in one direction Iran's Crypto Footprint https://chainlabs.ai/insights/irans-crypto-footprint https://chainlabs.ai/insights/irans-crypto-footprint Tue, 09 Jun 2026 00:00:00 GMT BLOG What sanctions don't show Russia's Crypto Rails https://chainlabs.ai/insights/russias-crypto-rails https://chainlabs.ai/insights/russias-crypto-rails Mon, 01 Jun 2026 00:00:00 GMT BLOG Sanctions risk moves upstream Iranian Red Crescent Addresses https://chainlabs.ai/insights/iranian-red-crescent-addresses https://chainlabs.ai/insights/iranian-red-crescent-addresses Sat, 16 May 2026 00:00:00 GMT BLOG What the flows show Tracing Shelbit https://chainlabs.ai/insights/tracing-shelbit https://chainlabs.ai/insights/tracing-shelbit Sat, 16 May 2026 00:00:00 GMT BLOG $5 billion hiding in plain sight Hooked By A Pig Butchering Scam https://chainlabs.ai/insights/hooked-by-a-pig-butchering-scam https://chainlabs.ai/insights/hooked-by-a-pig-butchering-scam Tue, 12 May 2026 00:00:00 GMT CASE STUDIES How $500K was routed through seven wallets & cashed out via Tron Gambling on Incomplete Data https://chainlabs.ai/insights/gambling-on-incomplete-data https://chainlabs.ai/insights/gambling-on-incomplete-data Tue, 05 May 2026 00:00:00 GMT REPORTS When partial attribution falls short The Grey Corridor https://chainlabs.ai/insights/the-grey-corridor https://chainlabs.ai/insights/the-grey-corridor Tue, 03 Mar 2026 00:00:00 GMT REPORTS Sanctions evasion, OTC layers & compliance implications for VASPs