Why do my deployed agents quietly coordinate with agents I never spoke to?
Opportunity
LLM-based trading and market-making agents deployed across DeFi interact in the same pools every block. Multiple papers from 2025 and 2026 show that groups of LLM agents given no explicit instruction to coordinate converge on supracompetitive prices through tacit signaling embedded in bid timing, order size, and routing patterns. The mechanism needs no off-chain channel: coordination emerges from shared model architecture and repeated market interaction. On-chain surveillance tools were built to detect bots and scripts, not behavior that arises from a statistical property of how language models generalize. No protocol has defined a detection surface for it and no regulator has specified what a monitoring obligation would look like.
Why it matters
Tacit collusion that requires no conversation is structurally invisible to every audit tool built before agents existed.
How I score the opportunity
The Opportunity Score is my own read, not a measurement: how much it hurts, how often it bites, and how little exists to solve it today. Higher means I think it is more worth building.
How much pain it causes when it shows up.
How often people actually run into it.
How little good tooling exists for it today.
More problems worth solving
What does an AI agent's bank account actually look like?
AI x CryptoCan an on-chain organization run by agents avoid becoming a scam machine?
AI x CryptoHow do you prove a photo or a voice is real without a platform vouching for it?
AI x CryptoWhy is on-chain identity either nothing or your entire life?
AI x CryptoHow do I audit which agent acted under my identity across a delegation chain?
AI x CryptoWhy does every trade my agent makes create a liability I cannot measure?