Use when the user wants to verify paper claims against code or data, audit numerical accuracy, check formula-code alignment, or validate citation accuracy. Triggers on phrases like "verify claims", "check numbers", "do the numbers match", "formula vs code", "audit the paper", or "cross-check results".
Run the ServerBee install.sh deploy / Agent re-enrollment end-to-end regression on a real Linux VPS — cross-compile the current branch locally, push the binary or docker image to the VPS, then execute install.sh against it and verify HTTPS + agent connection. Use this whenever the user wants to validate deploy changes on a real VPS, smoke-test install.sh after editing it, verify the Agent Authority re-enrollment flow, check that Caddy + Let's Encrypt automation still works, or test the binary vs docker agent install paths. Trigger on phrases like "用 VPS 跑下测试", "跑 deploy 回归", "测重新接入闭环", "test the installer on VPS", "VPS regression", "在 VPS 上验一下", "跑下 runbook" — even when the user doesn't name a specific runbook.
How to add debugging capabilities to TileLang Ascend example operators. Use this skill whenever the user asks to debug a TileLang example, add GDB debugging code, create a debug version of an example, or mentions GDB, debugging, breakpoints, or VSCode debugging in the context of TileLang operators. This skill covers adding debug code to Python examples, configuring CMakeLists.txt for C++ debugging, and setting up VSCode for Python + C++ joint debugging.
Use when weird app/UI behavior needs live reproduction and tracing, including flicker, stale state, remounts, focus/scroll jumps, action glitches, or ordering flashes
Use oy to review code, read Oyo comments, or work on comments in Git or jj. Load before reviewing or updating a branch, pull request, jj change, or saved Oyo review.