Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Determines whether to fine-tune vs. prompt-engineer, and if fine-tuning is justified, produces dataset requirements, training data format, pre/post eval plan, and cost-benefit analysis. Use when asked whether to fine-tune a model, how to prepare training data, or when a prompt-engineering approach has hit a quality ceiling.
Quick start
- Copy the install prompt. Use the green button above this README.
- Send it to your agent. Paste it into your coding agent’s chat and send.
- Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
Review the source before using this skill
This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.
Automated security scan: Partial
Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.
0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1
Content SHA-256: 3153136f6652b1faa1bd1d49a2355a34c57524631497e37bf8707c386767eafd
About this listing
- Category
- General
- Reported license
- Not specified
- Listing language (estimated)
- English
- Review status
- Not individually reviewed
- Agent compatibility
- Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.