🤖 AI for Product Teams

Make AI a core competency on your product team, not a shiny nice-to-have. This learning path gives you practical playbooks, examples, and roadmaps so you can design, ship, and iterate AI-powered products reliably, ethically, and at speed.

AI For Your Team

Select the right tools, upgrade workflows with AI without breaking engineering discipline or ethics, and build AI literacy across the team.

• AI-Assisted Coding: Everything You Need To Know

• Claude Skills: Everything You Need To Know

• What AI-assisted Coding Method Is Best For Your Team

• How To Select AI Prioritization Tools For My Team

• User Personas are Dead: AI-Powered User Models for 2025 And Beyond

• Where to Find Emerging Product Voices Writing About AI

• Top Free AI Courses To Take in 2025

• How Not To Use AI On Linkedin

• AI Ethics: Why It Matters For PMs

AI As Part Of Your Product

Design trustworthy AI features: balance personalization and privacy, set clear UX expectations, and measure impact with the right product metrics.

• Fix Your AI Ethics After Lunch, Not After Launch - The Two Choices You Have As A Product Leader

• When Fun Turns Predatory: Inside Temu’s AI-Driven UX

• How to Implement AI-driven Hyper-personalization Without Creeping People Out

• Thoughts, Hacked: 20 Questions We Need to Ask Before Brain-Computer Interfaces Go Mainstream

AI And Roadmaps

Plan and sequence work with clarity and prioritize the right bets.

• What Should I Know About Product Launches in 2025

• When To Start Talking AI Ethics

• Substack’s Roadmap And Why ‘No, Substack, We Don’t Want Reels’ Went Viral

This list is growing. I add new guides and case studies regularly. Check back often or subscribe so you don’t miss a thing.

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Other Learning Paths At Product with Attitude

Build & Ship Products with AI as a PM

What this unlocks for you
This path is for anyone who wants to turn AI ideas into real, trustworthy products. You’ll learn how to ship features that people use and can rely on. You don’t need to be an ML engineer; you just need curiosity.

• Best Vibecoding & Speccoding Guides: Your go-to space for turning AI-assisted coding sprints into shippable, user-ready products.

• AI Automation Prompts & Scripts: Copy, paste, and run automations and micro-apps with minimal setup time.

• Building in Public: Step inside the world of a PM who codes with AI - where building, breaking, and launching products in public is just another Tuesday. And where perfection takes a back seat to progress. As it should.

Build & Scale Your Substack Community as a PM

What this unlocks for you
This path is for anyone who wants more than publishing a newsletter. You’ll learn to build a self-growing, engaged community. You’ll get tools to spark interaction, build trust, and convert your audience from passive readers into active members.

👉 Start here

Make Everyday AI Yours

What this unlocks for you
This path is for anyone who’s ready to make AI work for you, not the other way around. You’ll get fluent at prompting, automations, tool selection, and building co-pilots that support your daily workflows.

👉 Start here

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Tools & Resources

• 🎁 Free Member Resources

• 🎁🎁 Premium Member Resources

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Your Next Action

👉 View more resources in the Attitude Vault

👉 Share your expertise on StackShelf.app

👉 Enjoy and feel free to DM me, I’m just a message away 🤗