Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Deep DL-training operational intuition — initialization, optimizer choice (AdamW/Muon/Schedule-Free), decoupled weight decay, LR schedules (cosine/WSD), μP transfer, mixed precision (bfloat16/FP8), normalization (RMSNorm, Peri-LN), NaN forensics, loss-spike rewind. Load when picking optimizer/schedule, weight-decay setup, debugging loss spikes/NaN, normalization choice, or μP transfer. Skip for architecture selection, inference/serving, or sharding topology. Pairs with pytorch. Triggers on: "AdamW", "Muon", "Schedule-Free", "decoupled weight decay", "WSD", "muP", "μTransfer", "GradScaler", "bfloat16", "FP8", "RMSNorm", "Peri-LN", "Fixup", "Mixup", "loss spike", "spike skip".
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
This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.
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: c7278788745c8c614aecadebe4ac72a82e7457c7fd79b9b01eaa26bbdf9ca8a8
About this listing
- Category
- Engineering
- 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.