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Interview Cheat Sheet Writer

Writes long Chinese ML/LLM interview-prep guides with formulas, PyTorch code and 25 practice questions.

Source Download skill
Repository
wanshuiyin/Auto-claude-code-research-in-sleep
Stars
18,482
Licence
MIT
Files
1 file

What it does

When you ask for an interview prep guide on a machine learning or LLM topic, the agent follows a strict template to write a 600 to 1000 line Chinese tutorial. It covers intuition, key formulas with derivations, from-scratch PyTorch code, comparison tables, and 25 interview questions graded from basic to advanced, with collapsible answers. It then sends the draft to a second AI model for math and code review before rendering it, and it does not commit files to git unless you approve.

Great for

  • Students preparing for ML or LLM engineering interviews who read Chinese
  • Researchers who want a quick structured refresher on a specific technique such as RLHF, DPO or MoE
  • Authors of Chinese-language technical tutorials who want a consistent house style

Skip it if

  • Broad topics like all of LLM training, which the skill itself says are too wide and should be split; output quality drops and it may stop to ask for scoping
  • Readers who need English content, since the template is Chinese-first
  • Anyone relying on the output unverified: the cross-model review is an automated check and can still miss errors in formulas, citations or code

Try asking

  • “写一份 RLHF / DPO / PPO 面试 cheat sheet”
  • “帮我准备 KV Cache 的面试题”
  • “出一份 MoE 速查，balanced 模式”
  • “写一份 speculative decoding 的教程 with --effort max”
Step-by-step guide: how to use Interview Cheat Sheet WriterInstall, first run, examples, tips and FAQs

Install in 3 steps

  1. 1

    Download the skill

    The ZIP contains the 1 original files, the MIT licence and an attribution note.

    interview-cheatsheet.zip
  2. 2

    Add it to your agent

    Claude Code (all projects)

    mkdir -p ~/.claude/skills && unzip interview-cheatsheet.zip -d ~/.claude/skills/

    Claude Code / Agent SDK (this project only)

    mkdir -p .claude/skills && unzip interview-cheatsheet.zip -d .claude/skills/

    Claude apps (web/desktop): Settings → Capabilities → Skills → Upload skill, and choose the ZIP.

  3. 3

    Ask for the task

    No special command needed — the agent reads the skill's description and loads it when your request matches. Try one of the prompts above.

Get better results

  • Scope the topic narrowly (for example 'DPO vs IPO' rather than 'alignment') so the output fits the 600 to 1000 line target
  • Review the generated formulas and code yourself before publishing, since the automated review is not a substitute for expert checking
  • Use --byline at render time for your name and affiliation rather than putting personal details in the body

What's inside

  • SKILL.md

Redistributed unmodified from wanshuiyin/Auto-claude-code-research-in-sleep under the MIT licence. The assessment was drafted with AI from the skill's files on 2026-10-29. Skills can instruct your agent to run code — read SKILL.md and any scripts before installing.