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Last updated June 10, 2026 · © 2026 Skillselion. Skillselion is an independent project and is not affiliated with Anthropic, OpenAI, Cursor, Claude, Claude Code, or Codex.

Skills/TONGMINGLAIC/AKO4ALL

TongmingLAIC/AKO4ALL

1 skill · 0 installs · 268 stars · GitHub

Install

npx skills add https://github.com/TongmingLAIC/AKO4ALL

Skills in this repo

1Ako4allako4all is an agent skill for solo builders and ML systems hackers who already have a GPU kernel and need a disciplined loop instead of one-off tuning guesses. It bootstraps a workspace in whatever directory you point at, then coordinates setup, profiling with NVIDIA’s tooling mindset (ncu), correctness checks against a PyTorch baseline, structured iteration logs, and versioned git commits as each optimization lands. The workflow fits CUDA, Triton, TileLang, C++, or Python sources when the goal is defensible speedup numbers, not just prettier code. Use it during Ship when latency or throughput blocks release, and again during Operate when production loads expose a hot path that needs another optimization pass. The skill is explicitly agentic: it expects your coding agent to keep iterating until benchmarks improve while guarding numerical correctness.0installs