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

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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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Diagnose a CrewRift policy failure from completed artifacts, source mechanics, and social behavior traces.

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Debug by naming one observed failure, patching the smallest owner, and rerunning the same evidence path.

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Run the co-gas no-submit hosted XP loop for a source-backed Coworld policy candidate.

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Use when improving a Coworld player through one diagnosed failure and completed comparison evidence.

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Use for Crewrift-specific ab methodology recipes when optimizing a player.

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Use for Crewrift-specific agent workflow collab recipes when optimizing a player.

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Use for Crewrift-specific build submit packaging recipes when optimizing a player.

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Use for Crewrift-specific navigation pathfinding recipes when optimizing a player.

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Use for Crewrift-specific perception decoding recipes when optimizing a player.

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

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Use for reusable ab methodology recipes in software and coding-agent work.

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Use for reusable data science refit recipes in software and coding-agent work.

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

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