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How to build a Codex memory system you can actually trust
Built-in Codex memory is useful for background context. For operational lessons, I want evidence, scope, curation, and a repeatable project setup.
3 posts
Built-in Codex memory is useful for background context. For operational lessons, I want evidence, scope, curation, and a repeatable project setup.
Agentic loops are useful when knowledge work has something to check against: sources, criteria, retries, and a clear stop point.
Three weeks ago a research pipeline I run finished overnight. Clean exit. No errors, no timeouts, nothing in the logs that looked wrong. The next morning I found three new entries in the records database with scores, bri