7 min read
The Harness Is the Product
The model was fine. The reasoning wasn't.
trustcoding-agentsworldlineharness
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.
5 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
4 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