cryyy020416/ai-product-project-coach

★ 17Audience · pm founderComplexity · 1/5LicenseSetup · easy

Mindmap

mindmap
  root((AI PM Coach))
    What It Does
      Resume critique
      Project planning
      Interview prep
    Coaching Modes
      Project ideation
      Iteration feedback
      Resume diagnosis
    Project Types
      RAG pipelines
      Agent workflows
      Prompt chaining
    Design Rules
      No invented metrics
      Interview-ready advice

mindmap root((AI PM Coach)) What It Does Resume critique Project planning Interview prep Coaching Modes Project ideation Iteration feedback Resume diagnosis Project Types RAG pipelines Agent workflows Prompt chaining Design Rules No invented metrics Interview-ready advice

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Things people build with this

USE CASE 1

Get structured feedback on your resume for an AI PM application with specific suggestions for making your projects more compelling.

USE CASE 2

Generate a full plan for an AI project you can actually build in a few weeks, designed to hold up under real interview scrutiny.

USE CASE 3

Prepare to explain a RAG pipeline or agent workflow you built, including edge cases and failures, before a technical AI PM interview.

USE CASE 4

Practice AI PM interview topics such as scoping AI features, defining success metrics, and handling model failure modes.

Tech stack

OpenAI

Getting it running

Difficulty · easy Time to first run · 5min

MIT license, use, copy, or modify freely for any purpose including commercial use, as long as you keep the copyright notice.

In plain English

This repository is an AI assistant skill designed to help people who are applying for AI product manager roles, switching careers into AI, or trying to make their personal projects look more competitive on a resume. When you interact with it, the assistant first figures out what you actually need. You might upload a resume, describe an existing side project, or just explain what you are confused about. From there, it routes your request to one of several types of guidance: suggesting a concrete AI project direction, helping you iterate on something you have already built, diagnosing your resume, answering common AI product manager interview topics, or producing a detailed plan for a complete AI project from scratch. The scope of projects it can help with is broad. It can review personal demos, web tools, retrieval-augmented generation (RAG) pipelines, agent workflows, and prompt-chaining setups. It can also help you prepare for the specific follow-up questions interviewers tend to ask about your projects, including how you would explain failures or edge cases. Internally, the skill is built as a set of reference documents and configuration files. One file routes your request to the right coaching mode. Others define the framework for assessing project quality, anonymized example cases, output templates, and the principles the assistant uses when judging what advice to give. The actual AI model is configured through an OpenAI YAML file. A notable design rule is that the assistant does not invent results. It will not claim your project went live or produced specific metrics unless your own materials say so. The goal is advice that holds up under a real interview. The repository is written in Chinese and is licensed under MIT.

Copy-paste prompts

Prompt 1

I'm applying for AI PM roles and have built a basic RAG chatbot. Help me describe it on my resume in a way that reads as technically credible and prepare me for the follow-up questions an interviewer might ask.

Prompt 2

Suggest a concrete AI project I can build in two weeks that would strengthen an AI product manager job application, with a step-by-step implementation plan.

Prompt 3

Review my resume for AI PM roles. Here is my background: [paste resume]. Which projects or experiences should I highlight, reframe, or cut?

Prompt 4

I built an agent workflow that uses tool calls to fetch data. Help me explain how it works, what failed during development, and how I would scale it, interview-style.

Prompt 5

I have no AI projects on my resume yet. Walk me through a complete project plan for a prompt-chaining application I can build, demo, and talk about confidently.

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