Resources
Free templates, roadmaps and labs I maintain on GitHub, plus a reading list and casebooks, for product managers and people learning to build with AI.
View my GitHub profile ↗Read the articles
For aspiring product managers
The Stare: a launchpad for aspiring product managers
Product management case studies, resumes, portfolios and courses in one place. If you are preparing for PM interviews or building your first portfolio, start here.
- Real-world product case studies
- PM resumes and portfolios to learn from
- Courses and resources for interview preparation
For AI product managers
Templates and playbooks for the product side of AI work.
- AI PRD kitPRD templates for GenAI, RAG and agentic products.GitHub ↗
- AI product discoveryOpportunity canvas, five-day sprints, feasibility checks and when not to use AI.GitHub ↗
- GenAI product metricsA playbook for quality, cost and safety, with scorecards and weekly reviews.GitHub ↗
- AI PM interview kitFrameworks, cases, metrics and a 14-day preparation sprint.GitHub ↗
For learning to build with AI
Hands-on material for understanding how agents and retrieval work.
- 12-week Agentic AI roadmapA study plan covering n8n, RAG, agents, guardrails, deployment and MCP.GitHub ↗
- Agentic design patternsTools, handoffs, RAG, guardrails, memory, graphs and MCP in practice.GitHub ↗
- RAG lab handbookBuild and explain a working retrieval pipeline with n8n, Pinecone and Chroma.GitHub ↗
- AI training assistantA study coach, lab buddy, mock interviewer and career mentor for agentic AI and AI PM.GitHub ↗
- Simple LLM appsPractical LLM apps with agents and RAG, a fork of awesome-llm-apps kept for mentees.GitHub ↗
Product management reading list
The books I recommend to people starting out in product.
- InspiredMarty Cagan
- The Lean StartupEric Ries
- The Lean Product PlaybookDan Olsen
- The Mom TestRob Fitzpatrick
- Lean AnalyticsAlistair Croll and Benjamin Yoskovitz
- Lean UXJeff Gothelf and Josh Seiden
- Don't Make Me ThinkSteve Krug
- Measure What MattersJohn Doerr
- Thinking in SystemsDonella Meadows
- Decode and ConquerLewis C. Lin
- Intercom on Product ManagementIntercom
PM casebooks for interview practice
Casebooks and handbooks put together by student clubs at Indian business schools.
- FMS PM Casebook
- IIM Ahmedabad PM Casebook
- IIM Lucknow PM Casebook
- ISB PM Handbook
- XLRI PM company write-ups and internship experiences
The AI Product Playbook
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