Skill Bundles

    Read the source. Install what you trust.

    Each skill bundle packages a reusable agent behavior: a prompt, supporting files, and evaluation criteria. Browse the public catalog, review the full source, then install a private copy you can edit and experiment with.

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    109 published bundles ready to inspect and install

    Skill bundlev1.0.0

    Distributed RL Training

    Shard training across multiple GPUs/nodes with proper gradient synchronization

    0 installs
    70/100 quality
    Compatibility not listed
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    Skill bundlev1.0.0

    Manage RL Rollouts

    Orchestrate parallel agent rollouts across environments at scale

    0 installs
    70/100 quality
    Compatibility not listed
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    Skill bundlev1.0.0

    Implement Constitutional AI

    Self-critique and revision loops using model-generated feedback

    0 installs
    70/100 quality
    Compatibility not listed
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    Skill bundlev1.0.0

    Implement RLHF Pipeline

    End-to-end: collect preferences → train reward model → optimize policy

    0 installs
    70/100 quality
    Compatibility not listed
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    Skill bundlev1.0.0

    Online VS Offline RL Tradeoffs

    When to use online rollouts vs. offline datasets, and how to blend

    0 installs
    70/100 quality
    Compatibility not listed
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    Skill bundlev1.0.0

    Implement Rejection Sampling

    Best-of-N sampling with a reward model; simplest "RL" that actually works

    0 installs
    70/100 quality
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    Skill bundlev1.0.0

    Implement Reinforce With Baseline

    Classic REINFORCE with variance reduction, the foundation of policy gradient methods

    0 installs
    70/100 quality
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    Skill bundlev1.0.0

    Implement GRPO

    Build Group Relative Policy Optimization as used in DeepSeek-R1

    0 installs
    70/100 quality
    Compatibility not listed
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    Skill bundlev1.0.0

    Implement DPO

    Build Direct Preference Optimization, understand when it outperforms PPO

    0 installs
    70/100 quality
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    Skill bundlev1.0.0

    Implement PPO

    Build Proximal Policy Optimization from scratch, understand clipping and advantage estimation

    0 installs
    70/100 quality
    Compatibility not listed
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    Skill bundlev1.0.0

    Eval From Production Failures

    Convert real production failures into new eval cases automatically

    0 installs
    70/100 quality
    Compatibility not listed
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    Skill bundlev1.0.0

    Multi Model Eval Harness

    Run the same eval suite across Haiku/Sonnet/Opus (or GPT-4/Claude/Gemini) and compare

    0 installs
    70/100 quality
    Compatibility not listed
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