The Product Compass

The Product Compass

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AI Product Manager Glossary
80+ key terms across 12 categories critical for AI Product Managers, AI engineers, and AI builders.
 • 
Paweł Huryn
14 Principles of Building AI Agents (Learned the Hard Way)
What I learned by building 50+ AI agents and copying the Multi-Agent Research System by Anthropic. Best practices and mistakes to avoid.
 • 
Paweł Huryn
How to Build and Scale Full-Stack Apps in Lovable Without Breaking Production
Branching: separate dev, test & prod - a complete no-code guide with proven workflows for building real products (not prototypes) with Lovable.
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Paweł Huryn
6

June 2025

Base44: A Brutally Simple Alternative to Lovable
Full-stack apps in minutes with zero technical skills. All-in-one: Google authentication, database and permissions without leaving the app.
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Paweł Huryn
7
I Copied the Multi-Agent Research System by Anthropic. No Coding!
A deep research n8n template with step-by step instructions. You can use those techniques for competitor analysis, outbound marketing, or lead…
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Paweł Huryn
3
The Ultimate Guide to AI Agents for PMs
What is an AI agent? How to build an AI agent? Multi-agent systems, AI agent frameworks, recommend tolls, resources, and more.
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Paweł Huryn
AI Evals: How to Find The Right AI Product Metrics
Generic metrics, such as “hallucination” or “toxicity,” often miss domain-specific issues. Here's what the best AI teams track instead and how they…
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Paweł Huryn
Meta PM Interview Questions 2025: How to Answer Binary Tradeoffs with Confidence
Most PM candidates default to “it depends.” Here’s why that fails at companies like Meta, and how the best candidates answer instead.
 • 
Paweł Huryn
 and 
Lewis C. Lin

May 2025

Stop Guessing and Start Listening: How to Manage Customer Feedback With AI
How to collect, organize, prioritize, communicate, and act on customer feedback with ChatGPT prompts.
 • 
Paweł Huryn
 and 
Christian Marek
The Ultimate AI PM Learning Roadmap
An extended edition with dozens of AI PM resources: definitions, courses, guides, reports, tools, and step-by-step tutorials
 • 
Paweł Huryn
5
WTF is an AI Product Manager?
Want to become an AI PM? Start here: practical resources, step-by-step guides, and everything you need to build key skills.
 • 
Paweł Huryn
4
Beyond Vibe Coding: No-Code B2C SaaS Template With Stripe Payments
Launch and monetize real products. A Lovable template to ship SaaS for your startup, side hustle, or PM portfolio.
 • 
Paweł Huryn
5
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