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Looping Is Not Reliability: State-Bound Evidence and Typed Revision Contracts for Agentic Code Repair
arXiv cs.CL — Computation and Language
Factual evidence
What the source reports
Research finds that current agentic code repair loops decrease correctness with more revisions, despite increasing overall eventual correctness.
OneBench interpretation
Institutional assessment
So what
Agentic code repair's diminishing reliability across revisions challenges autonomous software development claims.
Do what
Brief your engineering and enterprise architecture teams on agentic AI's current revision limitations.
Hype caution
The research identifies a flaw in current agentic behavior but offers no immediate, validated solution for enterprise deployment.