improvement-loop

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#improvement-loop

@Vtrivedy10: great read on agent architecture in prod but my fave piece is that the team uses Traces to diagnose issues —> propose c…

X AI KOLs Timeline · 2026-06-11 Cached

The tweet recommends an article on agent architecture in production, highlighting the use of Traces to diagnose issues and implement an iterative improvement loop.

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#improvement-loop

Regimes: An Auditable, Held-Out-Gated Improvement Loop Demonstrated on LongMemEval with ActiveGraph

arXiv cs.AI · 2026-06-10 Cached

Regimes is an auditable, held-out-gated improvement loop built on the ActiveGraph event-sourced runtime. It diagnoses failures in AI agents, proposes repairs, and promotes them only after passing multiple gates, improving accuracy on LongMemEval by up to +0.10.

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