A dense visual explainer produced by ce-explain — a human-facing document (often HTML/Markdown with diagrams) that explains a concept, a diff, or a chunk of recent work, with optional verification of its claims against the code.

It is the human-facing counterpart to the agent-facing artifact-solution-doc: both are outputs of stage-learn realizing pattern-knowledge-compounding, but the explainer builds the developer’s (and team’s) understanding rather than seeding future agents’ grounding. It is adjacent to MP’s artifact-handoff-doc (compact knowledge for a future reader), but an explainer teaches a topic rather than continuing a session.

  • ce-explain — turns concepts/diffs/recent work into the explainer.
  • ce-work-recap-scout — gathers the recent-work evidence the explainer is built from.

pstack — three skills produce one, at three depths:

  • pstack-how — Overview / Key Concepts / How It Works / Where Things Live / Gotchas, pitched at a senior engineer onboarding onto a subsystem.
  • pstack-why — a cited read on decisions and tradeoffs across seven organizational evidence sources, under an explicit epistemics contract whose hedges are findings, not style.
  • pstack-teach — the human-facing weave of both, built up diagram by diagram with each figure redrawing the last and adding one part. The counterpart to ce-explain.

builder-skills:

  • builder-visual-recap — an interactive recap of a diff (data-model, API, file-tree, and diagram blocks) so a reviewer sees the change’s overall shape before the raw lines.

See Also