explain

Explain

Produce a focused, visual explanation of a single mechanism or concept. Unlike learn (broad survey), explain goes deep on one thing.

Input

The user names a specific mechanism. Examples:

• /riff:explain record_stream
• /riff:explain how FSDP2 mixed precision works
• /riff:explain the prefetch logic in activation offload
• /riff:explain CP sharding

Process

1. Understand the mechanism: Read relevant source code, trace execution paths, identify the core invariant.
2. Create workspace: Ensure .workspace/{topic-slug}/ exists. Add .workspace/ to .gitignore if missing.
3. Write explain-{topic}.html in the workspace folder. Use a slugified topic name.

Output Structure

1. Title — the mechanism name
2. One-line summary — what it does in one sentence
3. Mental Model — ASCII diagram or visual that captures the core idea. This is the most important section — if the reader only sees this, they should get the gist.
4. Step-by-step Walkthrough — numbered steps tracing execution through the actual code, with code snippets and file:line references
5. Concrete Example — a specific scenario (with real numbers: tensor shapes, memory sizes, timing) showing the mechanism in action
6. Why It Matters — what breaks if this mechanism is wrong or removed
7. Common Mistakes — pitfalls when modifying or extending this code

Style

Use the Tokyo Night dark theme. Inline the full CSS from templates/style.css as a <style> block.

Rules

• HTML only, self-contained
• One mechanism per document — if the user asks about two things, produce two files
• Diagrams are mandatory — every explain must have at least one ASCII diagram
• Use concrete numbers, not abstract descriptions ("a 32MB tensor" not "a large tensor")
• lang="zh-CN" — Chinese explanations, English technical terms
• Footer: {project} / {topic} / .workspace/{folder}/explain-{topic}.html