cookbook

v2.0.0

Train on Fireworks with one coding-agent skill for managed jobs and Training API workflows.

CodexClaude Code1 skill

by Fireworks AIApache-2.0189updated 2 hours ago

Source

$ git clone https://github.com/fw-ai/cookbook

Clone the source, then follow the repository's marketplace instructions for your runtime. The repository root is the plugin root.

Layout

cookbook/

├── .codex-plugin/plugin.json
├── .claude-plugin/plugin.json
└── skills/fireworks-training/SKILL.md

Skills1

fireworks-trainingskills/fireworks-training/SKILL.md

Train and fine-tune models on Fireworks from a coding agent. Covers managed SFT, DPO, ORPO, and RFT through firectl; Training API serverless and dedicated workflows; cookbook recipes and custom Python loops; dataset preparation and evaluators; model and shape choice; complete parameter and cost confirmation; monitoring, checkpoints, deployment, resume, teardown, and troubleshooting. Use whenever the user asks to fine-tune, post-train, SFT, DPO, ORPO, RFT, RL, distill, train with custom losses or rollouts, deploy a tuned model, resume a training run, or debug Fireworks training. Also use for implementing or verifying cookbook renderers and for extending custom RL losses; these are progressive references within this single skill, not separate skills.

Manifests2

.codex-plugin/plugin.json

{
  "name": "cookbook",
  "version": "2.0.0",
  "description": "Train on Fireworks with one coding-agent skill for managed jobs and Training API workflows.",
  "author": {
    "name": "Fireworks AI",
    "url": "https://fireworks.ai"
  },
  "homepage": "https://docs.fireworks.ai/fine-tuning/agent/use-with-coding-agents",
  "repository": "https://github.com/fw-ai/cookbook",
  "license": "Apache-2.0",
  "keywords": [
    "fireworks",
    "fine-tuning",
    "training",
    "sft",
    "dpo",
    "orpo",
    "rft",
    "rl"
  ],
  "skills": "./skills/",
  "interface": {
    "displayName": "Fireworks Training",
    "shortDescription": "Plan, run, and debug Fireworks training.",
    "longDescription": "Use one Fireworks training skill for managed fine-tuning and custom Training API workflows, including evaluation, deployment, resume, and troubleshooting.",
    "developerName": "Fireworks AI",
    "category": "Developer Tools",
    "capabilities": [
      "Training",
      "Evaluation",
      "Deployment"
    ],
    "websiteURL": "https://fireworks.ai",
    "defaultPrompt": [
      "Plan a Fireworks fine-tuning run for my dataset.",
      "Help me customize a Fireworks Training API recipe.",
      "Diagnose this Fireworks training failure."
    ]
  }
}

.claude-plugin/plugin.json

{
  "name": "fireworks-training",
  "description": "Train on Fireworks from your coding agent: managed SFT/DPO/ORPO/RFT plus Training API serverless and dedicated cookbook workflows.",
  "version": "2.0.0",
  "author": {
    "name": "Fireworks AI"
  },
  "homepage": "https://docs.fireworks.ai/fine-tuning/agent/use-with-coding-agents",
  "repository": "https://github.com/fw-ai/cookbook",
  "license": "Apache-2.0",
  "keywords": [
    "fireworks",
    "fine-tuning",
    "training",
    "sft",
    "dpo",
    "orpo",
    "rft",
    "rl",
    "firectl"
  ]
}