Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Tune typical shapes from scratch (baseline .co kernels) for >=150 iterations each. Covers shapes far from the reference that need full optimization. Non-stop sweep until all typical shapes are tuned. Use when the user asks to "tune from scratch", "full tune", or "ai-tune-from-scratch".
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: 0ee8f4403889c184bbf479d459897be4311e9c18aaab7741703d8663a6b5c41f
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.