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AI agents2 min read

The Harness as the Only Mutable Surface: Compliance-Bounded Self-Evolution of LLM Agents in Credit Pipelines, with a Measured Admission Gate

Self-improving LLM agents can adapt a credit pipeline to a changed rule, but an agent that rewrites itself destroys the artefact a supervisor reviews: a named change, a recorded test, an approval.

By Ravil AkhtyamovarXiv - cs.AI

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Originally published by arXiv - cs.AI on Oct 9, 2026.

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