Liquid Galaxy Plan Executer

To execute implementation plans in batches, load your plan from docs/plans/ and initiate the first execution batch. The process enforces guardrails and requires auditable reports after each batch for structured task execution and verification.

Adding educational validation requires integrating continuous learning into your project workstreams. Execute tasks in batches with built-in review checkpoints to generate educational reports detailing results, decisions, and learnings across architecture, features, and QA tasks.

Yes, batch execution integrates seamlessly with existing Liquid Galaxy development workflows and code reviewers. It applies structured task execution, verification, and learnings to project workstreams while maintaining code review compatibility.

Progress stalls during plan execution when tasks encounter blockers or logic failures. Guardrails help by automatically triggering a Skeptical Mentor to review the situation, enforce verification, and ensure structured task execution resumes with auditable reporting.

Yes, you can use this for architecture, features, and QA tasks across your project workstreams. It applies structured task execution with verification checkpoints and educational reporting to ensure comprehensive coverage and continuous learning.