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fw-ai

@fw-ai source repo

5 published skills

  1. ▌
    Debug · fw-ai bundle
    Diagnose Fireworks training and deployment issues, including stuck or failed jobs, error messages, poor quality, checkpoint and resume problems, and deployments that are ready but not serving. Use for systematic read-only triage before retrying. Use configure for a new or approved retry run; use research when the starting method, data, or cookbook example is unclear.
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  2. ▌
    Discover · fw-ai
    Deprecated redirect — use research instead. Renamed in v2.2.0 to match Tinker cookbook conventions. For exploring method, data, eval, and cookbook entries use research; for training execution use configure; for failures use debug.
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  3. ▌
    Research · fw-ai bundle
    Plan Fireworks post-training from a task-shaped goal — interview the user, scan the full cookbook (case studies, examples, recipes), propose data and eval plans, and hand off to configure when ready to train. Use when the user describes a problem in plain language, is unsure which method or dataset fits, needs public dataset ideas, or wants to explore before committing. Read-only — does not create jobs or upload data. For explicit train requests with known model and data, use configure; for failures use debug.
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  4. ▌
    Configure · fw-ai bundle
    Plan, run, and monitor Fireworks training from a coding agent. Covers managed SFT, DPO, ORPO, and RFT plus Training API serverless and dedicated workflows, complete cost and parameter confirmation, active monitoring, checkpoints, deployment, resume, and teardown. Use for explicit train, fine-tune, deploy, or resume requests. Use research when method, data, or evaluation is unclear; use debug for a stuck or failed run.
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  5. ▌
    Fireworks Training · fw-ai bundle
    Compatibility redirect and shared reference carrier for the Fireworks training skills. Use research to choose method, data, evaluation, and a cookbook entry; use configure to plan and run training; use debug for stuck, failed, or low-quality runs. Keep this skill installed so the three entry skills can load its progressive references.
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