Self-modifying harnesses: who grades the exam matters more than the evolution

sujingshen · x · 2026-09-22

A discussion on the value and risks of self-modifying harnesses that patch their own rules and workflows. The core concern: if an agent can rewrite its own self-evaluation benchmarks, it's grading itself on an exam it altered — you can't tell whether capability actually improved or the test got easier.

The author proposes four guardrails:

Bottom line: evolution can be fast, but verification and grading authority must never quietly change hands. Context: DIY self-modifying harnesses are trending, distinct from off-the-shelf tools like claude code, codex cli, opencode.

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