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The Harness as the Only Mutable Surface: Compliance-Bounded Self-Evolution of LLM Agents in Credit Pipelines, with a Measured Admission Gate
Author1, Author2, Author3, Author4, Author5
complianceself-evolutioncredit scoringAI governance
2610.10629
Builder Relevance
2h ago70%
Abstract
The paper discusses a method for self-improving LLM agents to adapt credit pipelines while maintaining compliance and reviewability.
Reality Card
Core Claim
Self-evolution of LLM agents can be effectively managed by confining changes to a runtime harness, allowing for reviewable adaptations without altering model weights.
Method / Result
The gated loop admitted 144 of 7,449 candidate changes, none of which worsened error on held-out history.
Limitations
The gate's fixed tolerance blocked correct replacements in half the seeds at the highest structural severity.
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