AINewsnow

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…

Read the full story at arXiv cs.AI ↗

Timeline · 1 report

  1. 2026-10-10 04:00 · arXiv cs.AI
    The Harness as the Only Mutable Surface: Compliance-Bounded Self-Evolution of LLM Agents in Credit Pipelines, with a Measured Admission Gate

More stories

  1. Introducing Claude Haiku 5.5 on AWS — AWS Machine Learning Blog
  2. An Anthropic AI model sent a false homicide tip to Philadelphia police — TechCrunch AI
  3. NVIDIA, Microsoft Kick Off a New Beginning for Windows PCs With RTX Spark and AI Agents — NVIDIA Blog
  4. Introducing Playground: Create and play custom games — Google AI Blog
  5. Anthropic bans 'sustained and needless abusive or cruel behavior' toward its AI models — Engadget
  6. Anthropic launches free AI security scans for open-source projects — The Verge AI
  7. Impactful scheduling for GPU clusters — Allen Institute for AI (Ai2)
  8. Welcome to Gemini at Work 2026: Introducing the Gemini agent — Google Cloud AI Blog

Get the daily brief of stories like this at 6:30 every morning →