Dev builds accountability layer to track agent commitments from open to fulfilled

xspyyy · reddit · 2026-09-04

A Reddit developer with a year of agent-building experience highlights a recurring gap: agents make commitments ("report by Friday", "follow up tomorrow") but nothing tracks whether they're actually fulfilled — output gets logged, yet failures are only discovered by digging through old traces.

His experimental fix is an accountability layer that:

His open question is the extraction/routing threshold: anything below 0.92 confidence goes to pendingreview instead of automatic tracking, and he's unsure confidence thresholds are even the right mechanism. He's asking production agent operators how they handle this today — manual log review, application database tracking, observability tooling, or purpose-built systems — and offers to share his data model and docs.

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