frankxai/starlight-department-lab
Practice human judgment, agentic systems and scientific inference with portable mission records; design departments and test workflow evidence.
Triage and design one accountable AI department from a recurring workflow, including when not to automate, the smallest viable topology, human authority, evidence, evaluations, recovery, and portable package projections. Use when asked to design an AI team, agent department, governed workflow, multi-agent operating model, or installable department packet.
Complete or facilitate a versioned Starlight Academy mission for a human or sponsored agent, producing the required artifact and an honest evidence packet without claiming certification or runtime authority.
Guides humans and agents through synthetic workflow evaluation, preserving an unaided attempt, checking sources and authority, revising judgments, and testing transfer. Use for agent outcomes, approval scope, or retrieved-source instructions.
Build and revise deterministic acceptance checks for one synthetic agent workflow using public fixtures, false acceptances, false rejections and explicit unknown outcomes. Use after evaluation practice when a learner wants executable tests, an inspectable test suite or a regression case.
Independently audit an AI department packet or installable package for workflow fit, authority, topology simplicity, producer-verifier separation, evidence, evaluations, recovery, security, portability, and honest release claims. Use before publishing, installing, admitting, deploying, or materially revising an AI department.