← ClaudeAtlas

learn-anythinglisted

This skill should be used when the user wants a beginner-to-expert learning path, curriculum, study plan, or training progression for any topic — academic, physical, creative, linguistic, or professional — built by researching how that domain is optimally taught, then emitting only the first progression tier through a failable capstone. Also for mid-path progress reports, capability diagnosis, and authoring the next tier on demand after a gate. Responds to 'learn anything', 'build me a curriculum', 'beginner to expert in', 'learning path for', 'teach me X from scratch', 'study plan for', 'training plan to', 'progress report on my learning', 'what should I study next', 'I passed the capstone — next tier', or any ask whose job is sequenced mastery with gated progression rather than a one-shot explainer. NOT for one-off explanations, homework answers, or generic 'summarize this topic' without a progression path.
pyros-projects/limitless · ★ 9 · AI & Automation · score 75
Install: claude install-skill pyros-projects/limitless
# Learn Anything — Curricula That Earn The Next Tier ## Overview A learn-anything curriculum is a **moving target**. This skill never dumps a full beginner→expert opus. It web-researches how *this* domain is taught, locks a domain-shaped structure, and **fully formulates only Tier 1** — lessons through the first **failable capstone**. Later tiers stay as titles/exit-goals until the learner clears the gate; then the next block is authored fresh (new search + learner feedback). Lesson checks are **formative and non-failable** (they persist capability notes; they never block within-tier progress). Capstones **fail or pass**. Persist learner state under `~/.limitless/learn-anything/<slug>/` by default (see `references/persistence.md`). Do not fill the user's project with training debris unless they ask. ## Modes (classify first) | Mode | Signals | What you do | |---|---|---| | **Genesis** | New topic / "build me a curriculum" | Recon → structure → emit Tier 1 only | | **Continue** | "next tier", "I passed the capstone" | Load state → fresh recon → emit **one** next tier only | | **Report** | "progress report", "how am I doing", "what would help me move faster" | Load state → structured report (see `references/reporting.md`) | | **Lesson/assess** | "I'm done with L2", "grade this", "run the formative" | Update capability map; never invent a fail gate on formatives | If ambiguous, ask one clarifying question, then proceed. ## Phase 0 — Preflight 1. Derive a stable `slug` f