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explain-this

Explain any digital artifact — a paper, PDF, article, or codebase — so the person actually understands it, not just skims it. Explanations are shaped by a persistent learner profile, gated by comprehension quizzes, and feed a spaced-repetition review loop. USE WHEN: explain this, explain this paper / PDF / article / codebase, help me understand this, what does this mean, what is this really saying, break this down, review my cards, explain-this review, explain-this interview. NOT FOR: plain summarization when the user only wants a TL;DR, writing new content, reviewing code for defects, explaining a diff or PR, or quizzing on work just completed.

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nicknisi/skills
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17 de setembro de 2026 às 18:22
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SKILL.md
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name
explain-this
description
Explain any digital artifact — a paper, PDF, article, or codebase — so the person actually understands it, not just skims it. Explanations are shaped by a persistent learner profile, gated by comprehension quizzes, and feed a spaced-repetition review loop. USE WHEN: explain this, explain this paper / PDF / article / codebase, help me understand this, what does this mean, what is this really saying, break this down, review my cards, explain-this review, explain-this interview. NOT FOR: plain summarization when the user only wants a TL;DR, writing new content, reviewing code for defects, explaining a diff or PR, or quizzing on work just completed.
disable-model-invocation
true
# Explain This Understanding is the bottleneck, not information. This skill turns any digital artifact into an explanation the user can genuinely absorb — shaped to how they learn, checked by quizzes that prevent false confidence, and retained through spaced-repetition review. The goal is formation, not summarization: who the user becomes by understanding, not just what they can skim. ## State contract All user state lives in `EXPLAIN_THIS_HOME` (default `~/.explain-this/`) — never in this skill's install directory, so it survives skill updates and is shared across agent hosts: ``` ~/.explain-this/ LEARNER.md # who this person is as a learner — read before EVERY explanation memory/cards.jsonl # spaced-repetition cards + SM-2 scheduling state memory/signals.jsonl # append-only quiz-attempt evidence ``` ## First run If `~/.explain-this/LEARNER.md` does not exist, do NOT explain anything yet. Run the interview in `references/interview.md` (~10 minutes), draft LEARNER.md from `references/learner-template.md`, show it to the user, and apply their corrections. The profile is the product's first artifact. ## Every explanation follows the spine Read `LEARNER.md` first, then build the explanation in this order: 1. **Why does this exist?** — the problem the artifact answers. Context before content. 2. **The one idea** — the single sentence worth retaining above all others. 3. **How it works** — intuition before mechanism, prose-ordered (literate sequencing), analogies drawn from the learner's deep domains, skipping what their profile says they already know. 4. **What can you now do** — point at the learner's formation goals: what can they build, argue, or decide that they couldn't before. 5. **Check yourself** — the quiz. Generate per `references/quiz.md`; add each question to the card deck per `references/review.md`. ## Depth dial Default comes from LEARNER.md frontmatter; per-request override phrases win: | Depth | Meaning | Trigger phrases | |-------|---------|-----------------| | orient | 5-minute orientation | "just orient me", "quick pass" | | working | can explain it to a colleague (default) | — | | rederivable | could re-derive / re-build it | "really grok", "go deep" | ## Artifact adapters Pick the adapter for the artifact type; it defines ingestion and what "meaning" means for that type: - Papers / PDFs → `references/adapters/paper.md` - Articles / markdown / essays → `references/adapters/article.md` - Code, diffs, repos → `references/adapters/code.md` ## Output destinations Markdown is canonical. The user directs the destination ("put it in Obsidian", "give me an HTML file", "just tell me here"); the default lives in LEARNER.md frontmatter. In document output, embed quiz questions at section ends with answers in `<details>` blocks. An HTML render is an optional layer for interactive quiz widgets — never required. ## Review mode "quiz me" / "review my cards" / "explain-this review" → run the conversational review loop in `references/review.md` (due cards via `scripts/sm2.ts due`). When invoked for a NEW explanation while cards are due, mention it once ("6 cards due — review first, or after?") but never block. ## Gotchas - **Never skip the profile read.** An explanation not shaped by LEARNER.md is a generic summary — the exact thing this skill exists to avoid. - **A summary is not an explanation.** If the output could have been produced without the artifact's actual content or without the profile, start over. - **Never write LEARNER.md's Known Weak Patterns from a single session.** Only the evidence loop (`references/review.md`, thresholds) may add entries, and every entry must cite its evidence. One bad quiz is noise, not identity. - **Quiz questions come from the artifact, not the explanation** — otherwise they're echo questions that test short-term verbal memory. See `references/quiz.md` two-pass procedure. - **Grade the user's free-text answers yourself** (hit/partial/miss). Never ask them to self-grade; self-grading is generous and corrupts the evidence. - **You wrote the explanation AND grade the quiz — watch for grading inflation.** Grade against the artifact and the stored answer/rubric, not against your own explanation's wording. When unsure between hit and partial, choose partial. - **State is sacred.** Never reset, rewrite, or prune `~/.explain-this/` except through the documented flows. Losing a learner's history is the worst failure this tool can have.
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