Jd Gap Analysis
starkyru/learn-ai
Analyze a job description (pasted text OR a URL) and find the AI/ML/GenAI topics it requires that this learn-ai course does NOT yet cover.
《AI Engineering: Building Applications with Foundation Models》(Chip Huyen, O'Reilly 2025) 方法论。
Install AI Pm Method AI Engineering
$ npx skills add SpaceZephyr/career.skill --skill ai-pm-method-ai-engineering -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install SpaceZephyr/career.skill ai-pm-method-ai-engineering --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/SpaceZephyr/career.skill.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'已制作Skill/AI产品经理/ai-pm-method-ai-engineering' .claude/skills/ai-pm-method-ai-engineering && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "ai-pm-method-ai-engineering" agent skill from https://github.com/SpaceZephyr/career.skill/tree/main/%E5%B7%B2%E5%88%B6%E4%BD%9CSkill/AI%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86/ai-pm-method-ai-engineering into .claude/skills/ai-pm-method-ai-engineering/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-pm-method-ai-engineering", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/SpaceZephyr/career.skill/tree/main/%E5%B7%B2%E5%88%B6%E4%BD%9CSkill/AI%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86/ai-pm-method-ai-engineeringType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add SpaceZephyr/career.skill --skill ai-pm-method-ai-engineering -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install SpaceZephyr/career.skill ai-pm-method-ai-engineering --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SpaceZephyr/career.skill.git skills-src && mkdir -p .agents/skills && cp -r skills-src/'已制作Skill/AI产品经理/ai-pm-method-ai-engineering' .agents/skills/ai-pm-method-ai-engineering && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ai-pm-method-ai-engineering" agent skill from https://github.com/SpaceZephyr/career.skill/tree/main/%E5%B7%B2%E5%88%B6%E4%BD%9CSkill/AI%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86/ai-pm-method-ai-engineering into .agents/skills/ai-pm-method-ai-engineering/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-pm-method-ai-engineering", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add SpaceZephyr/career.skill --skill ai-pm-method-ai-engineering -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install SpaceZephyr/career.skill ai-pm-method-ai-engineering --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SpaceZephyr/career.skill.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/'已制作Skill/AI产品经理/ai-pm-method-ai-engineering' .cursor/skills/ai-pm-method-ai-engineering && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ai-pm-method-ai-engineering" agent skill from https://github.com/SpaceZephyr/career.skill/tree/main/%E5%B7%B2%E5%88%B6%E4%BD%9CSkill/AI%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86/ai-pm-method-ai-engineering into .cursor/skills/ai-pm-method-ai-engineering/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-pm-method-ai-engineering", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/SpaceZephyr/career.skill.git --path '已制作Skill/AI产品经理/ai-pm-method-ai-engineering'--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add SpaceZephyr/career.skill --skill ai-pm-method-ai-engineering -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install SpaceZephyr/career.skill ai-pm-method-ai-engineering --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SpaceZephyr/career.skill.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/'已制作Skill/AI产品经理/ai-pm-method-ai-engineering' .gemini/skills/ai-pm-method-ai-engineering && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "ai-pm-method-ai-engineering" agent skill from https://github.com/SpaceZephyr/career.skill/tree/main/%E5%B7%B2%E5%88%B6%E4%BD%9CSkill/AI%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86/ai-pm-method-ai-engineering into .gemini/skills/ai-pm-method-ai-engineering/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-pm-method-ai-engineering", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install SpaceZephyr/career.skill ai-pm-method-ai-engineeringInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add SpaceZephyr/career.skill --skill ai-pm-method-ai-engineering -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/SpaceZephyr/career.skill.git skills-src && mkdir -p .github/skills && cp -r skills-src/'已制作Skill/AI产品经理/ai-pm-method-ai-engineering' .github/skills/ai-pm-method-ai-engineering && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "ai-pm-method-ai-engineering" agent skill from https://github.com/SpaceZephyr/career.skill/tree/main/%E5%B7%B2%E5%88%B6%E4%BD%9CSkill/AI%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86/ai-pm-method-ai-engineering into .github/skills/ai-pm-method-ai-engineering/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-pm-method-ai-engineering", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add SpaceZephyr/career.skill --skill ai-pm-method-ai-engineering -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install SpaceZephyr/career.skill ai-pm-method-ai-engineering --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SpaceZephyr/career.skill.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/'已制作Skill/AI产品经理/ai-pm-method-ai-engineering' .opencode/skills/ai-pm-method-ai-engineering && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ai-pm-method-ai-engineering" agent skill from https://github.com/SpaceZephyr/career.skill/tree/main/%E5%B7%B2%E5%88%B6%E4%BD%9CSkill/AI%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86/ai-pm-method-ai-engineering into .opencode/skills/ai-pm-method-ai-engineering/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-pm-method-ai-engineering", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
ai-pm-method-ai-engineering- GitHub stars
- 160
- Token cost
- ~1.2k tokens
- SKILL.md length
- 454 words
- Files
- 2 (incl. references)
- Skills in repo
- 15
- Repo updated
- First seen
- Licence
- None found
At a glance
《AI Engineering: Building Applications with Foundation Models》(Chip Huyen, O'Reilly 2025) 方法论。
- Works in 4 steps: 定义评测维度——Domain capability / Generation… → 写 Scoring Rubric——每档配锚定 example，3 人独立标注… → 三套评测集——Production baseline（真实分布）+… → …
- Tasks that involve Fine-tuning
- SKILL.md covers 什么时候用我, 核心框架, 决策规则（10 条，来源标注） and 检查清单, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
AI Pm Method AI Engineering is an agent skill from SpaceZephyr/career.skill. 《AI Engineering: Building Applications with Foundation Models》(Chip Huyen, O'Reilly 2025) 方法论。 把 Huyen 的 evaluation-driven development、三层 AI stack、prompt/RAG/finetune 决策树、agent 设计模式 转化为 AI PM 可执行的判断框架。用于 AI 需求评审、方案讨论、发布决策。每条规则标注原书章节。 触发词：「AI Engineering」「Chip Huyen」「evaluation-driven development」「EDD」 「RAG vs fine-tune」「agent 设计」「AI 上线」「AI 评测集」「模型选型」。
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/framework.md`).
It sits in AI & LLM Engineering, covering Fine-tuning and Retrieval-augmented generation. The repository describes itself as: 告诉 AI 你的职业，它帮你把工作拆成一套可以用的 Skill 库.
When your agent uses it
- Tasks that involve Fine-tuning
- Tasks that involve Retrieval-augmented generation
Example prompts
- “/ai-pm-method-ai-engineering”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- 定义评测维度——Domain capability / Generation quality / Instruction-following / Cost & latency 四支柱，每项定"业务可翻译"阈值（例：事实性 ≥80% → 客服自动化率 30%）
- 写 Scoring Rubric——每档配锚定 example，3 人独立标注 Kappa ≥0.6，否则回炉
- 三套评测集——Production baseline（真实分布）+ Sliced（按用户段/语言/场景）+ Failure-mode（typo、越界、prompt injection）。样本 <30 不做发布决策
- Meta-evaluation——评测本身可靠吗？用 AI judge 必须用人标数据校准（self-bias / position bias / length bias）
What it can do on your machine
Read from SKILL.md and the folder at commit 2627168. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
AI Pm Method AI Engineering loads about 1.2k tokens when it runs, and up to ~4.8k if it reads all its reference files. Until then it costs about 95 tokens; SKILL.md has 454 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 454 words (~1,183 tokens).
“Chip Huyen 的核心主张：AI 产品的胜负不在模型，在系统——评测、数据、组件拆分、可观测性。 PM 的任务不是"想一个 AI 功能"，是"先定义'好'长什么样，再决定用什么技术"。”
- name
- ai-pm-method-ai-engineering
Files
SKILL.md and 1 other file (references) in 已制作Skill/AI产品经理/ai-pm-method-ai-engineering of SpaceZephyr/career.skill.
- SKILL.md
- references/framework.md
Open the folder on GitHubat commit 2627168
Compare with similar skills
AI Pm Method AI Engineering next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| AI Pm Method AI Engineering this skillSpaceZephyr/career.skill | 160 | — | ~1.2k | Automated safety check: Pass | None | |
| Jd Gap Analysisstarkyru/learn-ai | 107 | — | ~1.9k | Automated safety check: Pass | MIT | |
| Enterprise AIoracle/skills | 876 | — | ~1.4k | Automated safety check: Pass | UPL-1.0 | |
| LLM Opsdavila7/claude-code-templates | 32k | 3 repos | ~2k | Automated safety check: Pass | MIT | |
| AI Learning JournalLeoYeAI/openclaw-master-skills | 2.2k | — | ~2.6k | Automated safety check: Pass | MIT | |
| LLM App Builderrevfactory/harness-100 | 1.3k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 |
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Related
Categories
Questions about AI Pm Method AI Engineering
What does AI Pm Method AI Engineering do?
《AI Engineering: Building Applications with Foundation Models》(Chip Huyen, O'Reilly 2025) 方法论。. skill.
When should I use AI Pm Method AI Engineering?
AI Pm Method AI Engineering fits situations like: tasks that involve Fine-tuning; tasks that involve Retrieval-augmented generation.
How do I install AI Pm Method AI Engineering in Claude Code?
Run `npx skills add SpaceZephyr/career.skill --skill ai-pm-method-ai-engineering -a claude-code`. Or copy the skill folder (已制作Skill/AI产品经理/ai-pm-method-ai-engineering in SpaceZephyr/career.skill) into .claude/skills/ai-pm-method-ai-engineering in your project. Claude Code loads it when a task matches its description.
How do I install AI Pm Method AI Engineering in Codex?
Run `npx skills add SpaceZephyr/career.skill --skill ai-pm-method-ai-engineering -a codex`. Or copy the skill folder (已制作Skill/AI产品经理/ai-pm-method-ai-engineering in SpaceZephyr/career.skill) into .agents/skills/ai-pm-method-ai-engineering in your project. Codex loads it when a task matches its description.
Can I use AI Pm Method AI Engineering in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add SpaceZephyr/career.skill --skill ai-pm-method-ai-engineering -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ai-pm-method-ai-engineering, .gemini/skills/ai-pm-method-ai-engineering, .github/skills/ai-pm-method-ai-engineering and .opencode/skills/ai-pm-method-ai-engineering in your project.
What does AI Pm Method AI Engineering need to run?
SKILL.md names no scripts, command-line tools or credentials: AI Pm Method AI Engineering is instructions for the agent only.
Does AI Pm Method AI Engineering access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is AI Pm Method AI Engineering safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does AI Pm Method AI Engineering use?
No licence was found for AI Pm Method AI Engineering or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does AI Pm Method AI Engineering use?
About 1.2k tokens (SKILL.md is roughly 4.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3.6k tokens, read only when the agent opens those files.
What are the alternatives to AI Pm Method AI Engineering?
Skills that share tags, products or a category with AI Pm Method AI Engineering: Jd Gap Analysis (starkyru/learn-ai, 107 stars), Enterprise AI (oracle/skills, 876 stars), LLM Ops (davila7/claude-code-templates, 32k stars) and AI Learning Journal (LeoYeAI/openclaw-master-skills, 2.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains AI Pm Method AI Engineering?
SpaceZephyr (a GitHub user) maintains it in SpaceZephyr/career.skill, which has 160 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on July 5, 2026.
Source: SpaceZephyr/career.skill on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.