BOagent

Guidelines and constraints for modifying the FastAPI api.py server, the BayesianOptimizer core logic, the physics-informed KnowledgeEngine prompting, or the VectorMemory embeddings/RAG layers. Use this skill whenever the user asks to modify python backend code under backend/optimization/ or backend/api.py.

Guidelines and constraints for modifying the React, Vite, Tailwind CSS 4.x, and Recharts frontend of BOagent. Use this skill whenever the user asks to modify App.tsx, BenchMode.tsx, OperationalMode.tsx, custom components in src/components/, or the styling theme in index.css.

Rules and protocols for running backend unit/integration tests (pytest) and frontend E2E tests (Playwright) in BOagent. Use this skill whenever the user asks to run test suites, check code coverage, add new test cases, mock API calls, or verify modifications to the codebase.

审查科学计算代码的数值稳定性、物理单位一致性和数学正确性

强制测试驱动开发循环 - 先写测试（RED）→ 实现功能（GREEN）→ 重构（REFACTOR）

Specialized expert for BOagent codebase. Analyzes Bayesian Optimization logic, materials science physical constraints (Band Alignment/Defects), and verifies PVK-LLM alignment. Use when auditing backend optimization logic, benchmark consistency, or frontend-backend API contracts.

Simplifies code for clarity. Use when refactoring code for clarity without changing behavior. Use when code works but is harder to read, maintain, or extend than it should be. Use when reviewing code that has accumulated unnecessary complexity.

Rules and instructions for local environment setup, dependency management, starting backend/frontend servers, compiling builds, and troubleshooting environment configurations in BOagent. Use this skill whenever the user asks to start/restart development servers, install packages, configure environment variables (.env files), or troubleshoot connection, CORS, and build issues.