Hard-learned development rules by domain — Python, FastAPI, React, Testing. Prevents the specific mistakes that caused 70+ audit findings across v0.21.0-v0.21.3.
Mandatory pre-merge quality checks for production code — security scan, packaging test, API consistency, no silent failures. Prevents the issues that caused 4 emergency releases in v0.21.x.
Pre-release validation — packaging verification, user acceptance testing, security scan, API drift detection. Prevents the recurring pattern of shipping broken wheels and missing files.
Test the library from an end-user perspective — pip install, import, run all workflows. Catches packaging, import, and API issues that internal tests miss.
Discover exact API function signatures, parameter names, and types from structural_lib. Use BEFORE wrapping or calling any API function. Prevents the #1 agent mistake: guessing parameter names (b_mm not width, fck not concrete_grade).
Run a structured innovation research cycle — discover gaps, propose novel capabilities, prototype and validate breakthrough ideas for structural engineering.
Automate AI agent session start and end workflows. Use when beginning a new work session or finishing one. Handles reading priorities, verifying environment, logging changes, updating handoff docs, and committing session artifacts.
Run self-evolution cycle — score agents, detect drift, propose instruction improvements. Use at session end, weekly cadence, or monthly deep review.