Use when the user says "clean up branches", "delete merged branches", or "prune stale branches". Use whenever the user mentions branch cleanup, pruning, or stale branch deletion — even if they don't say "clean-branches" explicitly.
EnglishConcrete qwen3-14B guide on NPU against the current worktree's simpler. Points at simpler's own in-repo qwen314bdecode example (zero cross-repo), then covers the two cross-repo paths — the pypto-serving runner (prefill/decode TPOT) and the pypto-lib decodefwd kernel (device decode TPOT + scheduler DFX). Defers cross-repo clone/install to multi-repo-setup, then gives the exact run commands (batch-1 and batch-16), the prefill ring/timeout gotchas that otherwise surface as 507018, how to read the per-token timing layers, and the kernel-level device-timing / swimlane flow. Invoke when running qwen3 on simpler, measuring decode/prefill TPOT, reproducing a qwen3 perf number, running qwen3 decodefwd device-timing or swimlane/overhead analysis, or chasing a 507018 on the qwen3 path.
English
AGENT SKILLS ATLASIncludes Clean Branches and Multi Repo Qwen Setup.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLISupported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
Clean Branches
Use when the user says "clean up branches", "delete merged branches", or "prune stale branches". Use whenever the user mentions branch cleanup, pruning, or stale branch deletion — even if they don't say "clean-branches" explicitly.
Multi Repo Qwen Setup
Concrete qwen3-14B guide on NPU against the current worktree's simpler. Points at simpler's own in-repo qwen314bdecode example (zero cross-repo), then covers the two cross-repo paths — the pypto-serving runner (prefill/decode TPOT) and the pypto-lib decodefwd kernel (device decode TPOT + scheduler DFX). Defers cross-repo clone/install to multi-repo-setup, then gives the exact run commands (batch-1 and batch-16), the prefill ring/timeout gotchas that otherwise surface as 507018, how to read the per-token timing layers, and the kernel-level device-timing / swimlane flow. Invoke when running qwen3 on simpler, measuring decode/prefill TPOT, reproducing a qwen3 perf number, running qwen3 decodefwd device-timing or swimlane/overhead analysis, or chasing a 507018 on the qwen3 path.
Quick start
- Choose your skills. Select individual skills above, or choose the entire pack.
- Copy the install prompt. Use Copy install prompt above the list.
- Send it to your agent. Paste into your coding agent’s chat. Your agent reviews the source and guides the setup.
Try it with your agent
After installation, start with a request like:
Use the Clean Branches skill to help with my task.
Ask me for the context you need before getting started.Requirements & license
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