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James Langford

James Langford

Edmonton, Canada
Founding Principal of Trace Integrity. Behavioral fingerprinting for regulatory AI.
The Missing Primitive in AI Governance

The Missing Primitive in AI Governance

When an AI system makes a bad decision, the first question is always the same: what actually happened? In most production deployments today, that question is surprisingly hard to answer. It’s not that data doesn’t exist. Logs exist. Metrics exist. Request traces exist. The problem is that none
James Langford 11 Mar 2026

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The proof is in the trace.