Softmax

Use for navigation pathfinding recipes in scripted Coworld policy optimization.

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Verify a native LLM voting advisor before trusting advisor-sensitive evaluations.

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Use for experiment discipline recipes in scripted Coworld policy optimization.

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Use for reusable harness sdk protocol recipes in software and coding-agent work.

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Use for Crewrift-specific tooling analysis recipes when optimizing a player.

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Use when compiling, validating, and uploading a notsus change as a new Crewrift policy version.

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Use for reusable agent workflow collab recipes in software and coding-agent work.

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Use for reusable navigation pathfinding recipes in software and coding-agent work.

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Use for agent workflow collab recipes in scripted Coworld policy optimization.

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Use for env toolchain recipes in scripted Coworld policy optimization.

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Use for perception decoding recipes in scripted Coworld policy optimization.

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Use for build submit packaging recipes in scripted Coworld policy optimization.

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Use when a Coworld player needs to checkpoint or upload a debug artifact.

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Use when classifying a stuck, failed, empty, or zero-scoring evaluation as infrastructure or policy failure.

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Use when finding and statistically confirming a reproducible Crewrift crux before changing the policy.

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Use before evaluations or after roster churn to resolve live policy versions and restore the champion flag.

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Use when running a hosted Crewrift policy A/B and judging it with Wilson confidence intervals.

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Use when monitoring Crewrift evaluations, rounds, or rankings across turns with a persistent poller.

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