Softmax

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 perception decoding 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 finding and statistically confirming a reproducible Crewrift crux before changing the policy.

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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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Use for Crewrift-specific crewmate tactics recipes when optimizing a player.

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Use for Crewrift-specific data science refit recipes when optimizing a player.

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Use for Crewrift-specific experiment discipline recipes when optimizing a player.

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Use for Crewrift-specific harness sdk protocol recipes when optimizing a player.

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Use for Crewrift-specific imposter tactics recipes when optimizing a player.

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Use for Crewrift-specific meeting voting social recipes when optimizing a player.

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Use for reusable build submit packaging recipes in software and coding-agent work.

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Use for reusable experiment discipline recipes in software and coding-agent work.

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Use for Crewrift-specific env toolchain recipes when optimizing a player.

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Use for reusable perception decoding recipes in software and coding-agent work.

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Use when decoding a Crewrift replay for authoritative deaths, survival, movement, roles, tasks, or rewards.

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Use for Crewrift-specific suspicion belief recipes when optimizing a player.

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Use for reusable env toolchain recipes in software and coding-agent work.

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Use for reusable suspicion belief recipes in software and coding-agent work.

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Use for reusable tooling analysis recipes in software and coding-agent work.

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Use for crewmate tactics recipes in scripted Coworld policy optimization.

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