Product with Attitude
Karo (Product with Attitude), Xian, Elena | AI Product Leader, Chandra Prakash, Finn Tropy, Patricia Juarez @ AWS, Caroline Vrauwdeunt, Ileana, Dheeraj Sharma, AI Meets Girlboss, Jeremy Wright - Marketer/ECHO, The Engineering Dad, Daniel (Dig. Craft Workshop), The TAB IndexAI Product Manager helping you protect human agency. Tools to showcase your creative work. A community of 18K+ readers building critical AI literacy through practice. Use AI with attitude to strengthen the branch you’re sitting on, not cut it off.
| Platform |  | Pricing | Freemium | Publishes | Daily |
|---|---|---|---|---|---|
| Issues | 101 | Founded | 2 years ago | Last Issue | 3 days ago |
| Active | |||||
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karozieminski.substack.comLatest Issues
I Build AI Products for a Living. Here Are 5 Things All Model Comparisons Miss.
This is perhaps not the finest evidence of my fiscal restraint: I pay separately for ChatGPT, Claude, and Perplexity (roughly $320 in subscriptions a month).
Yes, I know there’s overlap.
Yes, I know I can access some of these models thro...
AI for Crime Junkies: When ChatGPT Prompts Become Evidence
I need to give you a heads-up. This story, describing the documented human-rights crisis inside Cambodia’s scam compounds, contains descriptions of human trafficking and abuse, including abuse of children. Please read with care or skip read...
5 Protocols Now Decide How AI Agents Shop. Here's What Each One Does.
TL;DR Agentic commerce is shopping delegated to an AI agent, and the payment rails are further along than the products they’ll pay for. The agentic commerce protocols split into layers: Stripe’s ACP runs checkout, Google’s AP2 handle...
1 Community, 164 builders, 100 methods, Y Combinator, and OpenAI Build Week 2026.
164, I counted.
That’s how many builders I’ve featured on Product with Attitude. We could build a small techie town.
We tried several formats along the way, including one I adored, which responded to my affection by underperforming and...
AI-assisted Craft: A Manifesto
TL;DR: AI slop is not defined by the presence of AI. I first encountered the term through Simon Willison when he wrote about it in 2024. The “Why Slop Matters” paper later formalized it around superficial competence, asymmetric effor...
Key Facts
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Authors
The writers behind this newsletter.
AI PM turning everyone into critical AI thinkers & builders. A community developing critical AI literacy through practice. Use AI to strengthen the branch you’re sitting on, not cut it off.
Founder @IdeaGrit https://ideagrit.foundersailab.com Founder @They Moved the Needle https://xianli.substack.com/t/they-move-the-needle Share product design philosophy, founder lessons, and build in public so you can build better products, faster.
AI Product Manager turned builder. Founder of DraftKit.app, AIAdventChallenge.com. I stopped asking for permission and now I lead through evidence. Published book author. Trusted by Reforge.
I write LinkedIn content for High Ticket Online Coaches which makes your dream clients DM you. Insights to attract and close more (high quality) leads by creating less but right content.
You know your subscriber count. You don't know which note drove it. I build tools that close that gap. One creator found $400 in hidden sales from a single query. Schedulers, AI analytics, dashboards: finntropy.gumroad.com
Transform your Leadership, EQ, and AI skills with me. Staff AI & Frontend Engineer at AWS Amazon. Top 10 AI Mentor in ADPList. Opinions are my own.
CEO at ANDRS Projects, a Tech Foundry & AI Consultancy | Leader in AI, Travel + Fin Tech | Entrepreneur | #Dare2Create Advocate
Product Strategist, UX and AI Designer, Builder, Founder at Creative Glue Lab. Clarity and insights on how to build and design with and for AI.
I help non-technical founders and creators build AI automation systems that grow revenue without growing workload. 20 years of enterprise engineering, now in plain English. I share just what works. Claude Code, Cowork, n8n, Codex and ChatGPT
Visual brand strategist for solopreneurs building with AI. The most fun you'll have learning AI branding and you'll come out looking like a real brand. Join 1,500+ flamingos building full brand systems that drive consistent subscriber growth. \ud83e\ude77\ud83e\udda9
Marketer, writer, dude, dad, nomad. Building things like: ECHO - recursive Known-Operator learning AI that absolutely rawks // wtfisecho.com
Decoding the Black Box of CS Admissions. A Tech PM & former robotics researcher's guide to helping your child navigate Engineering & AI/CS admissions without the 'Tiger Mom' stress.
Senior engineer, dad, evening builder. I build digital properties — tools, content, products that run themselves — to fund what I've wanted since I was a kid with a borrowed GameBoy: making my own games. Build-in-public, numbers included.
The TAB Index is an independent, daily measurement of how AI models actually behave in production. It scores AI models across five trust categories, including security, provenance, and resilience.
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