Analytic Workbench

Human-directed, AI-operated analysis. The AI drives execution, self-reviews outputs, and presents artifacts for human approval. The human guides direction, edits interpretations, and decides what to try next.

Recommended Architecture: Config → Computation → Display

The workbench separates three concerns. Each layer has a single job.

Config layer   →  Computation layer  →  Display layer
  what to run       how to run it        what the human sees

Recommended tools (not required — the methodology matters more than the specific tools):