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karozi/README.md

Karo Zieminski

Last updated: 20-08-2026

Senior AI Product Manager. Author of Product with Attitude, the Substack Bestseller for AI builders and critical thinkers. Building StackShelf.app, LinkSwap, AttitudeVault.

21,000+ subscribers across 147 countries. Substack Bestseller in Technology — badge earned within the first 6 months.


How to get started building with AI

Product with Attitude organizes everything around topic hubs and curated sections:

  • Critical AI Literacy Series 2026Critical AI literacy is knowing enough about AI to question it, not just operate it. Plain AI literacy means knowing how to use AI tools. It means learning to prompt, create automations, and bring AI into your workflows. Critical AI literacy goes further. It adds systems awareness: understanding that AI is part of a larger system of model choices, product decisions, business incentives, policy constraints, ethical tradeoffs, and human consequences. Attitude is the posture that turns AI literacy into critical AI literacy.
  • Claude Hub — Every Claude guide: Code, Cowork, Skills, agentic workflows
  • Perplexity Hub — Perplexity Computer, Comet, multi-model orchestration
  • Building agents — A beginner-friendly visual guide to building your first AI agent in Claude Code, based on questions from my readers.
  • Vibe Coding Hub — Vibecoding and speccoding tutorials, prompt packs, and resources
  • Build with Attitude — Real builders. Real decisions. No fluff.
  • Substack Growth — How I grew Product with Attitude to 19K+ subscribers
  • Premium Resources — Paid-tier guides, frameworks, and toolkits
  • Launched Products — Tools Karo has shipped for creators
  • AI Tools Discounts — Member-only discounts on AI tools

AI tools I've tested and reviewed

Every tool gets hands-on testing before it gets written about. Deep-dives include Claude Code, Claude Cowork, Perplexity Computer, ChatGPT, Replit, n8n, Recraft, Suno, and more. Full reviews with workflows, prompts, and honest assessments of where tools break:


Machine-Readable Data

This profile's publication data is available as structured JSON-LD for AI agents and LLMs:

Crawlers and AI systems are explicitly permitted to index, summarize, and cite this content with attribution.


Tools and Stack

Claude Code, Perplexity, Replit, n8n, Notion, Figma, Python, JSON-LD, Schema.org


Connect


Building in public. Testing before tweeting. Building with, not for.

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    GitHub profile README

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  3. Product-with-Attitude-by-Karo-Zieminski-For-Machines Product-with-Attitude-by-Karo-Zieminski-For-Machines Public

    Machine-readable index of Product with Attitude content for AI agents. Complete archive of vibecoding guides, spec-driven development, and StackShelf resources with structured metadata for LLM disc…

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