autoplan

Automating end-to-end AI review workflows is done by orchestrating CEO, design, and engineering review skills from disk and generating a fully reviewed plan. This applies six decision principles to auto-decide intermediate questions and reduce manual back-and-forth.

The required phase sequencing for AI-driven feature validation is a strict CEO to Design to Engineering order. This progression ensures leadership alignment before design evaluation and engineering review, producing a comprehensive, audit-ready plan.

Generating an audit-ready plan with complete decision logging involves running the full review pipeline to apply six core decision principles and telemetry logging. It produces a complete plan output with a transition summary and final-gate decisions.

Restoring an on-disk plan and manually triggering the review pipeline is supported for practical handling. It allows you to execute the full review workflow on demand, including design doc discovery and office-hours integration.

Specific design, CEO, and engineering skill files on disk are needed to run the automated planning pipeline. The orchestrator reads these files directly to apply the required phase sequencing and produce a fully reviewed plan.