Unverified50% confidenceFactExact time
EnvOpt does not change model weights or rewrite the harness; instead, it adjusts the information world the agent faces.
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11/6/2026
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Related Claims
UnverifiedThe intelligence of an agent does not come from upgrades to the model itself, but from the action capability brought by the loop structure combined with tool calls.67% similarUnverifiedEven if a tool does indeed touch weight data, that does not automatically mean it has the ability to "understand and make targeted improvements to" another model.64% similarUnverifiedThe EnvOpt paper discusses successful strategies and rejected strategies commonly seen in the automated optimization process.62% similarUnverifiedDistinguishing "specialized agents" merely by changing the system prompt lacks substantive meaning, because the underlying model parameters, available toolsets, and memory mechanisms are unchanged.61% similarUnverifiedThe Skill mechanism does not modify model weights; it only guides the model to organize existing knowledge in a specific format during the inference phase, and can therefore be enabled or disabled at any time.60% similar
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