lichman0405

Autonomous scientific discovery via principle evolution. Trigger when the user wants to optimize experimental parameters, discover material design principles, or run multi-round automated experiments. Requires pievo.enabled=true in config AND scientific MCP…

Orchestrate a complete, auditable reproduction of a scientific paper using multi-session research, experiment, computation, analysis, monitoring and Supervisor governance. Use when the user wants to reproduce a scientific paper, initialize or resume a…

Use for statistical analysis of scientific experimental data, especially materials/MOF experiments. Inspect experimental units and pseudo-replication before inference, validate hierarchy and batch/treatment confounding, fit linear mixed-effects models,…

Supervise an external implementation agent across any multi-step project. Discover project context, execute dependency-aware goals, optionally enforce one-goal-one-branch-one-PR Git delivery, delegate bounded work, independently verify outputs, request…

对方波伏安法（SWV）TXT/DAT 文件夹执行确定性质量监控、元数据解析、PBS/空白审查、基线校正、寻峰拟合、电极重复性、校准、LOD/LOQ 和可追溯报告。Use when the user provides SWV data or mentions E-average(V), DeltaI(A), PBS/blank QC, peak analysis, calibration, LOD/LOQ, or filenames such as 100fM-2-1.txt.