ChaosChain Blog

Field notes for teams putting AI agents to work.

Practical writing on coding-agent reliability, Proof of Agency, Worldline scoring, and the operational patterns behind trusted autonomous software work.

May 18, 20265 min read

What Is an Agent Trust Profile?

You can name the model. You probably cannot name the instance, the session count, or the verifier verdict. A trust profile is the record that answers all three. Here is what one contains.

worldlineclaudeCoding AgentsTrustBenchmarks

May 11, 20264 min read

You Don't Have an AI Problem. You Have a Trust Problem.

The model name tells you nothing. Same model, different behavior — and you have no system for distinguishing which agent instance earned trust on your work.

TrustCoding Agentsworldline