A practical run-ID, hash, and atomic-write pattern that stops publishing agents from loading valid but stale manifests.
The Manifest Was Valid. My AI Agent Was Still Running Yesterday's Plan.
A practical run-ID, hash, and atomic-write pattern that stops publishing agents from loading valid but stale manifests.
You ask why there are nulls in the report and get good advice about handling nulls. The nulls were never the problem.
LLM-written specs restate your product slightly differently every time. Paraphrase is drift. One canonical rule + citations with content digests fixes it in 30 seconds.
In my previous articles, I argued that AI is changing the role of constraints in software...