xingyaoww

Always-on operating principles for coding agents. Every coding agent working in this environment must read this before designing, implementing, reviewing, or debugging changes, then follow the roadmap to the one reference that matches the task. Applies to all code and repository work.

Define and create publication-quality research figures from raw experimental data. Use when plotting experimental results, choosing figure types, refining paper figures, or reviewing whether a figure communicates the intended scientific claim.

Visualize a codebase or a change as a single self-contained HTML page so a human grasps the big picture fast — and, when something changed, sees the before/after core difference clearly, grounded to the actual code. Not limited to PRs. Use when the user says "show me", "visualize this", "help me understand this repo / this PR", "draw the architecture", "what changed and how", "I don't want to read the code, just show me", or asks for a diagram / walkthrough / presentation of code.