ask-matt
FreeAsk which skill or flow fits your situation. A router over the skills in this repo.
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Create exercise directory structures with sections, problems, solutions, and explainers that pass linting. Use when user wants to scaffold exercises, create exercise stubs, or set up a new course section.
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See how to installReview the instructions the agent will receive before you install.
Create exercise directory structures that pass pnpm ai-hero-cli internal lint, then commit with git commit.
XX-section-name/ inside exercises/ (e.g., 01-retrieval-skill-building)XX.YY-exercise-name/ inside a section (e.g., 01.03-retrieval-with-bm25)XX, exercise number = XX.YYEach exercise needs at least one of these subfolders:
problem/ - student workspace with TODOssolution/ - reference implementationexplainer/ - conceptual material, no TODOsWhen stubbing, default to explainer/ unless the plan specifies otherwise.
Each subfolder (problem/, solution/, explainer/) needs a readme.md that:
When stubbing, create a minimal readme with a title and a description:
# Exercise Title
Description here
If the subfolder has code, it also needs a main.ts (>1 line). But for stubs, a readme-only exercise is fine.
mkdir -p for each pathreadme.md per variant folder with a titlepnpm ai-hero-cli internal lint to validateThe linter (pnpm ai-hero-cli internal lint) checks:
problem/, solution/, explainer/)problem/, explainer/, or explainer.1/ existsreadme.md exists and is non-empty in the primary subfolder.gitkeep filesspeaker-notes.md filespnpm run exercise commands in readmesmain.ts required per subfolder unless it's readme-onlyWhen renumbering or moving exercises:
git mv (not mv) to rename directories - preserves git historyExample:
git mv exercises/01-retrieval/01.03-embeddings exercises/01-retrieval/01.04-embeddings
Given a plan like:
Section 05: Memory Skill Building
- 05.01 Introduction to Memory
- 05.02 Short-term Memory (explainer + problem + solution)
- 05.03 Long-term Memory
Create:
mkdir -p exercises/05-memory-skill-building/05.01-introduction-to-memory/explainer
mkdir -p exercises/05-memory-skill-building/05.02-short-term-memory/{explainer,problem,solution}
mkdir -p exercises/05-memory-skill-building/05.03-long-term-memory/explainer
Then create readme stubs:
exercises/05-memory-skill-building/05.01-introduction-to-memory/explainer/readme.md -> "# Introduction to Memory"
exercises/05-memory-skill-building/05.02-short-term-memory/explainer/readme.md -> "# Short-term Memory"
exercises/05-memory-skill-building/05.02-short-term-memory/problem/readme.md -> "# Short-term Memory"
exercises/05-memory-skill-building/05.02-short-term-memory/solution/readme.md -> "# Short-term Memory"
exercises/05-memory-skill-building/05.03-long-term-memory/explainer/readme.md -> "# Long-term Memory"
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Ask which skill or flow fits your situation. A router over the skills in this repo.
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Hand the current conversation off to a fresh background agent that picks up the work immediately.
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Review the changes since a fixed point (commit, branch, tag, or merge-base) along two axes: Standards (does the code follow this repo's documented coding standards?) and Spec (does the code match what the originating issue/spec asked for?). Runs both reviews in parallel sub-agents and reports them side by side. Use when the user wants to review a branch, a PR, work-in-progress changes, or asks to "review since X".
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Shared vocabulary for designing deep modules. Use when the user wants to design or improve a module's interface, find deepening opportunities, decide where a seam goes, make code more testable or AI-navigable, or when another skill needs the deep-module vocabulary.
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Diagnosis loop for hard bugs and performance regressions. Use when the user says "diagnose"/"debug this", or reports something broken/throwing/failing/slow.
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Build and sharpen a project's domain model. Use when discussing codebase terminology, writing or editing a GLOSSARY.md, or recording or editing an ADR.
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