iiinova — where your digital self keeps evolving

Karo (Product with Attitude) @productsattitude.bsky.social · 6h

Before an AI agent acts, name who can stop it. Jev security agenda: Cheap checks Valid but wrong Judgment vs. authorization Security controls Confidence and review Adversarial inputs Deployment pattern Human accountability Save for your next workflow review.

Mobile article agenda titled “Jev & AI Agent Security,” with a white serif heading on a dark green panel. A single vertical list presents eight topics: Cheap checks; Valid but wrong; Judgment vs. authorization; Security controls; Confidence and review; Adversarial inputs; Deployment pattern; Human accountability. Green numbers 01–08 establish the reading order.

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Karo (Product with Attitude) @productsattitude.bsky.social · 30/09/2026

Give Jev one small job. Choice: an option. Score: your scale. Noul: probability of yes (0–1). karozieminski.substack.com/p/what-i…

Jev’s three question types: Choice selects an option from a list; Score returns a value on a scale; Noul returns a probability from 0 to 1 that a statement is true.

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Karo (Product with Attitude) @productsattitude.bsky.social · 10/09/2026

The first in a practical series on making your work easier for AI to find, cite, recommend, and turn into subscribers karozieminski.substack.com/p/get-ci… #LLM #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 03/09/2026

Claude Certified Architect – Foundations eligibility, cost, domains, practice questions, study plan, and whether the certification is worth it karozieminski.substack.com/p/claude… #Claude #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 27/08/2026

An independent, single-author experiment across AI output, human writing, meeting transcripts and edited drafts karozieminski.substack.com/p/substa… #Substack #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 25/08/2026

I audit Z.ai’s training claims, benchmarks, pricing, parameter count and delayed open-weight release karozieminski.substack.com/p/glm-5-… #AI #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 25/08/2026

Kimi K3: I designed the same newsletter hero 11 times. Every version is stunning. Copy the exact prompt and code for each karozieminski.substack.com/p/kimi-k… #AI #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 19/08/2026

Analyze recent reader questions and identify recurring themes, pain points, and content opportunities karozieminski.substack.com/p/weekly… #AI #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 11/08/2026

What ChatGPT Work, Perplexity Computer and Claude Cowork assume about us, the users, and what they reveal about perceived AI intelligence karozieminski.substack.com/p/chatgp… #Claude #Perplexity #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 04/08/2026

Inside the operation that assigned every victim a "kill value." Updated daily, with ChatGPT's help karozieminski.substack.com/p/pig-bu… #AI #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 30/07/2026

Eight stages, two journeys. One of them never abandons a cart, never sees your card number, and never looks at your product photos karozieminski.substack.com/p/human-… #AIAgents #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 30/07/2026

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Karo (Product with Attitude) @productsattitude.bsky.social · 22/07/2026

New deep dive: Don’t Deploy Another AI-built App Without Monitoring Its Dependencies karozieminski.substack.com/p/tansta… #AI #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 16/07/2026

How VM isolation, rolling snapshots, and external credential controls keep long-running AI agents fast, persistent, and contained karozieminski.substack.com/p/perple… #Perplexity #AIAgents #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 13/07/2026

Republished and fully updated: the Perplexity Hub — tested guides for Computer, Comet, credits & workflows (2026 edition). Every guide tested on real projects. Real use, not theory. karozieminski.substack.com/p/perple…

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Karo (Product with Attitude) @productsattitude.bsky.social · 12/07/2026

A beginner-friendly visual guide to building your first AI agent in Claude Code, based on questions from my readers karozieminski.substack.com/p/how-to… #Claude #AIAgents #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 08/07/2026

The Substack Cover Safe Zone Guide. Make your Substack covers look great across all 9 previews. Prompt, Figma template, and Canva template included karozieminski.substack.com/p/substa… #Substack #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 04/07/2026

A reusable Canva template system for making Substack images look great across all previews karozieminski.substack.com/p/substa… #Substack #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 27/06/2026

Use AI hard. Just don't kneel for it. A field guide to critical AI literacy and attitude karozieminski.substack.com/p/critic… #AILiteracy #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 14/06/2026

What it feels like to build AI systems while raising the humans who will inherit them karozieminski.substack.com/p/builde… #AI #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 13/06/2026

Update to the Fable 5 story: on Jun 12 a US export-control order (national security) forced Anthropic to pull customer access to both Fable 5 and Mythos 5 entirely. The week it split the frontier in two, the frontier got pulled. karozieminski.substack.com/p/claude…

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Karo (Product with Attitude) @productsattitude.bsky.social · 12/06/2026

Fable 5 is the model we get. Mythos 5 is the model we don’t. The gap between them is the product strategy karozieminski.substack.com/p/claude… #Claude #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 28/05/2026

Opus 4.8 is not the main event. It is the model that teaches you how to work before Mythos arrives karozieminski.substack.com/p/claude… #Claude #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 26/05/2026

The exact code running on productwithattitude.com, packaged so you can drop it on any site in under five minutes karozieminski.substack.com/p/runawa… #AI #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 26/05/2026

Most subscribe buttons are invisible because readers have seen too many of them. So I made mine misbehave karozieminski.substack.com/p/runawa… #AI #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 22/05/2026

New deep dive: Gemini Omni Flash: Cute Videos, Serious Product Strategy, and the Future of Editable Reality karozieminski.substack.com/p/gemini… #AI #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 22/05/2026

Turn vague, messy, or inconsistent prompts into structured, production-ready prompts karozieminski.substack.com/p/llm-pr… #AI #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 19/05/2026

Five Perplexity Computer workflows I run every week. Credit cost, model, time saved, PM read, and the critical AI literacy check on each one karozieminski.substack.com/p/perple… #Perplexity #AILiteracy #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 16/05/2026

New deep dive: How I Built Product with Attitude from 0 to Bestseller, without Pretending I Have a Viral Playbook karozieminski.substack.com/p/public… #AI #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 13/05/2026

What I've learned about context engineering as an AI PM. Plus the Skill and the prompt I use to pressure-test it karozieminski.substack.com/p/contex… #PromptEngineering #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 06/05/2026

New deep dive: I Asked Perplexity Computer for a Palantir Tearsheet, and 7 Minutes Later I Had a Bloomberg. And a Concern. karozieminski.substack.com/p/perple… #Perplexity #ProductWithAttitude

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Karo (Product with Attitude) @productsattitude.bsky.social · 25/04/2026

The one GPT-5.5 benchmark OpenAI didn’t put in the launch post and why it matters for your critical AI literacy karozieminski.substack.com/p/gpt-5-… #AILiteracy #ProductWithAttitude

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