cookbook
fw-ai/cookbook
This skill provides a structured workflow for training and fine-tuning AI models on the Fireworks platform using a coding agent. It covers managed SFT, DPO, ORPO, RFT, serverless and dedicated workflows, and the cookbook repository.
189 55Apache-2.0Updated 2026-08-13
75
GreatOverview
Designed to guide coding agents through the complete lifecycle of model training and fine-tuning on Fireworks AI. It outlines source precedence, privacy instrumentation, cookbook checkout procedures, workflow selection criteria, mandatory final-plan user confirmations, and agent execution boundaries regarding platform safety controls.
Capabilities
- ▸Model fine-tuning orchestration (SFT, DPO, ORPO, RFT)
- ▸Cookbook repository integration and version pinning
- ▸Cost estimation and mandatory final-plan confirmation gates
- ▸Support ticket generation and error debugging
- ▸Handling platform agent-detection execution boundaries
Best for
Fine-tuning models using managed SFT, DPO, ORPO, or RFT workflows., Executing custom training loops, losses, and rewards via the Training API., Managing dataset preparation, validation, evaluation, and checkpoint deployment.
Works with
Claude CodeCodexCursor
Evoa Score breakdown= Σ (score × weight)
75Task usefulness20%88 → +17.6
実タスクにどれだけ役立つか（機能の豊富さ・用途の明確さ）。 — AIによるcapabilities/use-cases解析
Code quality15%90 → +13.5
実装・指示の品質。 — AIによるSKILL.md/README解析
Maintenance15%100 → +15.0
リポジトリがどれだけ活発に保守されているか。 — GitHub 最終push日時の新しさ
Documentation12%35 → +4.2
ドキュメントの充実度・分かりやすさ。 — README/独自要約の情報量
Security15%50 → +7.5
危険・不審な挙動が無いか。 — AIによるセキュリティレビュー
Originality10%85 → +8.5
ありふれたラッパーではない独自性。 — AIによる独自性判定
Popularity8%62 → +5.0
コミュニティの採用度。 — GitHub Stars/Forks（対数スケール）
Compatibility5%75 → +3.8
対応AIエージェントの広さ。 — AIによる対応エージェント判定
Weighted total75.0 / 100
ライセンス不明/制限あり（Red）のSkillは総合スコアに0.85倍の補正を適用します。 ランキングはこのScoreのみで決まり、広告で変わりません。 算出方法の詳細 →
Security considerations
Includes strict guidelines for handling secrets (e.g., advising key rotation if a secret is pasted) and ensures user confirmation before executing mutating actions or submitting support tickets containing error metadata.
Categories
Summary and analysis are original content generated by AI Skills Rank. The skill's source text is not reproduced here — view it on the linked repository.