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ResearchOctober 9, 2026

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. We argue that self-evolution is reviewable only if it is confined to the runtime…

Ravil Akhtyamov·arXiv — cs.AI
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Key Takeaways
  • 01.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
  • 02.We argue that self-evolution is reviewable only if it is confined to the runtime…

This material is provided as an extended analytical summary.

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