Use when a plan, spec, design doc, brainstorm, or walkthrough needs review before anyone implements it — especially when it may be over-engineered, over-abstracted, or scoped past a lean MVP. Triggers include "review this plan", "is this over-engineered", "is this too much for an MVP", "sanity check this design", "trim this spec", and handoff moments before writing-plans, superplan, or superbuild.
Use when a design, spec, or brainstorm needs to leave this thread — to be reviewed by another agent, to feed adversarial-review, or to catch up / hand off the work to a brand-new thread or a different AI. Triggers: "review packet", "context dump", "second opinion", "paste into ChatGPT/Codex/Gemini", "hand this off", "catch up a new thread", "continue this in another agent", "I'm running out of context".
Use when turning a repo, pull request, plan/design doc, architecture, article, blog post, book, lecture, or transcript into an interactive learning artifact — a self-contained offline walkthrough.html and/or a deployable learning hub. Triggers include "onboarding guide", "walk me through this PR/codebase/design", "interactive explainer", "teaching site", "publish docs to GitHub Pages".
Use when a plan has been built with superbuild or autobuild and you need to validate that every feature was implemented correctly, wired properly, and actually works end-to-end. Use after superbuild or autobuild completes, or when the user wants proof the build matches the plan.
Use when starting significant features, epics, or complex tasks. Creates multi-phase implementation plans with parallelizable phases, poker estimates, TDD-first acceptance criteria, and quality gates. Detects tech stack from CLAUDE.md/AGENTS.md (bypassing internet research if complete) or via codebase scan.
Recommends movies and TV shows to watch on streaming services. Gives 3-5 curated picks based on genre, mood, format, and streaming platform. Use when the user asks what to watch, wants streaming recommendations, or needs help picking a movie or show.
Transforms technical documents into rigorous learning journeys with collegiate-level mastery requirements. Uses Bloom's taxonomy progression, 80%+ mastery thresholds, and multi-level verification before advancing. Treats learning as a high school to college graduation progression. Use when user wants deep understanding, not surface familiarity.
Use when executing implementation plans phase-by-phase with strict enforcement of quality gates, tests, and Definition of Done. Triggers on "build this plan", "execute plan", "implement phases", or when user provides a plan document to execute.