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cf572c83b6
CI gate G1 (scripts/check_paths.py) failed on the previous commit: the agent and
command files live at engineering/deep-learning-book/{agents,commands}/, so bare
references/*.md and assets/*.md tokens resolved against neither the plugin root,
the file's own directory, nor the repo root — the three bases the linter accepts.
The files they point at live under skills/deep-learning-book/.
Prefix the nine offending links with skills/deep-learning-book/ so they resolve
from the plugin root. Content unchanged otherwise; SKILL.md's own relative links
were already correct and were not touched.
Reproduced the failure locally (9 unresolvable references across 4 files), then
confirmed the same check clean, plus every other blocking gate: compileall,
check_plugin_json, check_skill_names, check_frontmatter, check_dual_publish,
check_model_freshness, smoke_scripts (696 passed), derive_counters --check.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BswsZp5zrJWFAGU6KWNA1s
2.7 KiB
2.7 KiB
| name | description | argument-hint |
|---|---|---|
| cs-deep-learning | /cs:deep-learning — Study companion for the Deep Learning textbook (Goodfellow, Bengio & Courville, 2016). Answers chapter questions from a compiled knowledge base, always dating the answer against 2026 practice, and routes to the reading-path planner or the training diagnostic. Points at the free official chapters; never reproduces them. | [a topic, a chapter number, a question about the book, or 'where do I start'] |
/cs:deep-learning — Navigate the book, and date its advice
Command: /cs:deep-learning [topic | chNN | question]
The book is free to read at deeplearningbook.org. This command navigates it and keeps it current; it does not replace it.
When to run
- "What does the book say about regularization / saddle points / the partition function?"
- "Is Chapter 10's advice on LSTMs still right?"
- "Explain the ELBO the way Chapter 19 sets it up"
- "Where should I start?" (routes to
/cs:dl-reading-path) - "Why is my training run doing this?" (routes to
/cs:dl-diagnose)
When NOT to run
- Production ML engineering →
engineering-team/senior-ml-engineer - LLM cost and serving →
engineering/llm-cost-optimizer - RLHF, agents, prompting, MLOps → outside the book entirely; this command will say so
Procedure
- Load
engineering/deep-learning-book/skills/deep-learning-book/SKILL.md. - Resolve the request through the Topic Index to one or more chapters.
- Read those chapter files before answering. The index is navigation, not content.
- Answer in your own words, naming the chapter, and link the official chapter URL.
- Date it. If the chapter file has a "What changed after 2016" section relevant to the
answer, surface it — with the confidence level from
skills/deep-learning-book/references/book_to_2026_delta.md. Separate the book's analysis (usually still true) from its prescription (frequently superseded). - Name the boundary. If the question is outside the twenty chapters, say so and route.
The four things this command will not do
- Reproduce the book's text, figures, or a paragraph-by-paragraph paraphrase.
- Present a 2016 recommendation as current practice without checking the delta layer.
- Answer from the index without reading the chapter file.
- Improvise the book's position on material published after it.
Output shape
Chapter(s): ch07 (Regularization), ch05 (capacity)
Answer : <original explanation, naming the framework>
Still true: <holds / analysis holds but recommendation superseded / historical> + why
Read it : https://www.deeplearningbook.org/contents/regularization.html
Next : <the tool, worksheet, or chapter that follows>