---
id: 20261011-T0-06
title: "The Harness as the Only Mutable Surface: Compliance-Bounded Self-Evolution of LLM Agents in Credit Pipelines, with a Measured Admission Gate"
url: https://ai.daily.yangsir.net/daily/20261011-T0-06
issue_date: 2026-10-11
publish_date: 2026-10-10T04:00:00.000Z
source_name: "arXiv cs.AI"
source_url: https://arxiv.org/abs/2610.10629
---

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

arXiv:2610.10629v1 Announce Type: new Abstract: 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 i

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**来源**：[arXiv cs.AI](https://arxiv.org/abs/2610.10629)

**详情页**：https://ai.daily.yangsir.net/daily/20261011-T0-06

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