document_intelligence_adv_v2

Autonomous build loop with Karpathy ratcheting, GAN evaluator, and session chaining. Iterates story groups until all features pass or stopping criteria met.

Socratic interview to create a Business Requirements Document. First step in the SDLC pipeline.

Generate system architecture, machine-readable schemas, and UI mockups. Spawns planner + ui-designer concurrently.

Evaluation patterns — sprint contract format, three-layer verification, scoring rubric references.

Standard GitHub issue workflow. Branch, reproduce, fix, test, PR.

Generate production code and tests for a story group using agent teams for parallel execution.

Refactor existing code for quality, performance, or maintainability. Enforces six quality principles with ratchet gate.