fireworks-training
Compatibility redirect and shared reference carrier for the Fireworks training skills.
Skill by fw-aiOfficial
Chalk Labs
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Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/fw-ai-fireworks-training
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: data, research
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/fireworks-training
What's inside
- Skill name
fireworks-training- Description
- 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.
- License
- Apache-2.0
- Instructions
- 17 lines in SKILL.md · view on GitHub
Files (38)
- SKILL.md
- async-rl-metrics.md · references/
- choose-method.md · references/
- client-phase-tracing.md · references/
- cookbook-code.md · references/
- deploy-and-troubleshoot.md · references/
- error-reference.md · references/
- execution-notes.md · references/
- getting-started.md · references/
- managed-rft-operations.md · references/
- models-shapes-and-cost.md · references/
- preference-data-and-evaluators.md · references/
- renderer-verification.md · references/
- renderer.md · references/
- rft-agent-tracing.md · references/
- rl-agentic.md · references/
- rl-async.md · references/
- rl-concurrency.md · references/
- rl-custom-loss.md · references/
- rl-dynamic-filter.md · references/
- rl-gradient-accumulation.md · references/
- rl-hotload.md · references/
- rl-sampling-timeouts.md · references/
- run-state-and-reporting.md · references/
- sdk-checkpoints.md · references/
- sdk-distillation.md · references/
- sdk-examples.md · references/
- sdk-migrate.md · references/
- sdk-recipes.md · references/
- sdk-setup.md · references/
- sdk-shapes.md · references/
- sdk-tools.md · references/
- secure-training-operations.md · references/
- step-metrics.md · references/
- telemetry-notice.md · references/
- telemetry.md · references/
- training-api-losses.md · references/
- training-api.md · references/
SKILL.md (first lines)
# Fireworks training This workflow is split into three focused skills: | Goal | Skill | |---|---| | Choose method, data, evaluation, and cookbook entry | `research` | | Plan, run, monitor, deploy, or resume training | `configure` | | Diagnose a failed, stuck, or low-quality run | `debug` | Do not execute a training workflow from this file. Route to the matching skill. This directory also carries shared detailed references used by `configure` and `debug`. Cursor and Codex installs must include `fireworks-training` alongside the three entry skills.
From fw-ai/cookbook, Apache-2.0.
More from fw-ai/cookbook
- 0.798score
configure
fw-aiOfficial
Plan, run, and monitor Fireworks training from a coding agent.
SkillAFreshness: A★ 231Claude Code +9 - 0.798score
debug
fw-aiOfficial
Diagnose Fireworks training and deployment issues, including stuck or failed jobs, error messages, poor quality, checkpoint and resume problems, LoRA adapter…
SkillAFreshness: A★ 231Claude Code +9 - 0.798score
research
fw-aiOfficial
Plan Fireworks post-training from a task-shaped goal — recommend a method, cookbook entry, data plan, and eval from what the user already said, ask only…
SkillAFreshness: A★ 231Claude Code +9 - 0.783score
discover
fw-aiOfficial
Deprecated redirect — use research instead.
SkillAFreshness: A★ 231Claude Code +9
Signals
- Stars
- 231
- Forks
- 65
- Open issues
- 5
- Last commit (this folder)
- Oct 21, 2026 (9 days ago)
- Last release
- Oct 21, 2026 (9 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- Apache-2.0
- Repository
- github.com/fw-ai/cookbook
- Website
- fireworks.ai/docs
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from fw-ai
- 0.798score
configure
fw-aiOfficial
Plan, run, and monitor Fireworks training from a coding agent.
SkillAFreshness: A★ 231Claude Code +9 - 0.798score
debug
fw-aiOfficial
Diagnose Fireworks training and deployment issues, including stuck or failed jobs, error messages, poor quality, checkpoint and resume problems, LoRA adapter…
SkillAFreshness: A★ 231Claude Code +9 - 0.798score
research
fw-aiOfficial
Plan Fireworks post-training from a task-shaped goal — recommend a method, cookbook entry, data plan, and eval from what the user already said, ask only…
SkillAFreshness: A★ 231Claude Code +9 - 0.783score
discover
fw-aiOfficial
Deprecated redirect — use research instead.
SkillAFreshness: A★ 231Claude Code +9
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Cite this page
fireworks-training skill. Agent Mart. https://agentmart.dev/skills/fw-ai-fireworks-training (last updated 2026-10-24)