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#environment

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01 ·Agents·★ MEMBER·PAPER·9 min read Paper Explained: EnvHarness — Reshaping an Agent's Training World Without Rebuilding It The environments LLM agents train in are hand-built and frozen: blind to the agent's weaknesses and left behind as it improves. EnvHarness wraps a static environment in plug-in components that reshape its behavior without touching the underlying logic — and keep the original verifier intact.