Michael Quoc's personal essay series on building an AI-native company. Written by the founder, published here first.
People don’t trust product recommendations from AI chatbots for good reason. Hallucination is baked into how AI works, publishers have banned agents from scraping product reviews, and the freshest product data now comes from sellers.
The complete series — every essay, newest first.
AI product recommendations hallucinate, contradict themselves, and lean on seller-supplied data. Here’s why, and what to check before you buy.
Anyone can run an AI agent loop. Trusting the results takes outcome engineering: written outcomes, limits, tie-breakers, and outside verification.
AI layoffs are at record highs but don’t improve ROI. Product.ai founder Michael Quoc on running his company on AI without cutting jobs.
What's actually happening in design at frontier AI firms, and what we're doing about it at Product.ai.
What Anthropic's mechanistic interpretability infrastructure revealed about Claude Mythos.
The structural reason AI output feels shallow - and how to get past the surface.
Publishing codes is free. Adjudicating which ones actually work took fifteen years.
AI agents are about to make decisions on your behalf. They read the same polluted web you already distrust.
Better prompts. More sources. Stronger policies. Every obvious fix fails for the same reason.
The internet promised to make shopping easier. It made it into a part-time job.
Why "vibes" are just downstream effects of hardware topology.
Moving from the "Black Box" era to the "Audit" era of design.
Why 99% of AI projects fail at the prompt layer, and the architectural physics of the ones that win.
Proof-of-Work systems and Proof-of-Thesis frameworks for architecting AI-native companies
Why the "Prompt" is a Mirage and How to Build a True AI-Native Operating System
The deterministic GUI is dead. The new job of AI product design is to stop designing screens and start architecting trust.
Deconstructing the "pure automation" myth and the game-theoretic architecture of our "Human Compute Moat."
Every published piece, one line each — sorted newest first.
@misc{quoc-ai-product-2026,
title = {Why you ask AI for product recommendations and spend hours researching anyway},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/ai-product-recommendations/}},
year = {2026},
month = {08}
}
Quoc, M. (2026, August 25). Why you ask AI for product recommendations and spend hours researching anyway [Essay]. Product.ai Research. https://product.ai/research/ai-product-recommendations/
Quoc, Michael. "Why you ask AI for product recommendations and spend hours researching anyway." Product.ai Research, 25 Aug. 2026, product.ai/research/ai-product-recommendations/.
@misc{quoc-outcome-engineering-2026,
title = {Loop engineering is the meme. Outcome engineering is the job.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/outcome-engineering/}},
year = {2026},
month = {07}
}
Quoc, M. (2026, July 22). Loop engineering is the meme. Outcome engineering is the job. [Essay]. Product.ai Research. https://product.ai/research/outcome-engineering/
Quoc, Michael. "Loop engineering is the meme. Outcome engineering is the job." Product.ai Research, 22 July 2026, product.ai/research/outcome-engineering/.
@misc{quoc-amplify-dont-2026,
title = {AI automation is bad for business. That’s why I’m building my company around AI.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/amplify-dont-automate/}},
year = {2026},
month = {07}
}
Quoc, M. (2026, July 1). AI automation is bad for business. That’s why I’m building my company around AI. [Essay]. Product.ai Research. https://product.ai/research/amplify-dont-automate/
Quoc, Michael. "AI automation is bad for business. That’s why I’m building my company around AI." Product.ai Research, 1 July 2026, product.ai/research/amplify-dont-automate/.
@misc{quoc-designers-becoming-2026,
title = {Designers aren't becoming engineers. They're becoming systems thinkers.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/designers-becoming-systems-thinkers/}},
year = {2026},
month = {05}
}
Quoc, M. (2026, May 7). Designers aren't becoming engineers. They're becoming systems thinkers. [Essay]. Product.ai Research. https://product.ai/research/designers-becoming-systems-thinkers/
Quoc, Michael. "Designers aren't becoming engineers. They're becoming systems thinkers." Product.ai Research, 7 May 2026, product.ai/research/designers-becoming-systems-thinkers/.
@misc{quoc-claude-mythos-2026,
title = {Claude Mythos proves that AI safety is an offensive weapon, not a constraint.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/claude-mythos-safety-inflection/}},
year = {2026},
month = {04}
}
Quoc, M. (2026, April 8). Claude Mythos proves that AI safety is an offensive weapon, not a constraint. [Essay]. Product.ai Research. https://product.ai/research/claude-mythos-safety-inflection/
Quoc, Michael. "Claude Mythos proves that AI safety is an offensive weapon, not a constraint." Product.ai Research, 8 Apr. 2026, product.ai/research/claude-mythos-safety-inflection/.
@misc{quoc-why-chatgpt-2026,
title = {Why does ChatGPT give you generic answers instead of insight?},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/why-chatgpt-gives-generic-answers/}},
year = {2026},
month = {03}
}
Quoc, M. (2026, March 24). Why does ChatGPT give you generic answers instead of insight? [Essay]. Product.ai Research. https://product.ai/research/why-chatgpt-gives-generic-answers/
Quoc, Michael. "Why does ChatGPT give you generic answers instead of insight?" Product.ai Research, 24 Mar. 2026, product.ai/research/why-chatgpt-gives-generic-answers/.
@misc{quoc-promo-code-2026,
title = {60% of promo codes are dead. You pasted one at checkout last week.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/promo-code-verification/}},
year = {2026},
month = {03}
}
Quoc, M. (2026, March 5). 60% of promo codes are dead. You pasted one at checkout last week. [Essay]. Product.ai Research. https://product.ai/research/promo-code-verification/
Quoc, Michael. "60% of promo codes are dead. You pasted one at checkout last week." Product.ai Research, 5 Mar. 2026, product.ai/research/promo-code-verification/.
@misc{quoc-when-ai-2026,
title = {Axiomatic Intelligence: When the AI cannot afford to guess.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/when-ai-cannot-afford-to-guess/}},
year = {2026},
month = {02}
}
Quoc, M. (2026, February 17). Axiomatic Intelligence: When the AI cannot afford to guess. [Essay]. Product.ai Research. https://product.ai/research/when-ai-cannot-afford-to-guess/
Quoc, Michael. "Axiomatic Intelligence: When the AI cannot afford to guess." Product.ai Research, 17 Feb. 2026, product.ai/research/when-ai-cannot-afford-to-guess/.
@misc{quoc-the-fiduciary-2026,
title = {The fiduciary diode: Engineering neutrality in the age of slop.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/the-fiduciary-diode/}},
year = {2026},
month = {02}
}
Quoc, M. (2026, February 2). The fiduciary diode: Engineering neutrality in the age of slop. [Essay]. Product.ai Research. https://product.ai/research/the-fiduciary-diode/
Quoc, Michael. "The fiduciary diode: Engineering neutrality in the age of slop." Product.ai Research, 2 Feb. 2026, product.ai/research/the-fiduciary-diode/.
@misc{quoc-the-beige-2026,
title = {The beige singularity: How the web poisoned AI—and AI is poisoning it back.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/the-beige-singularity/}},
year = {2026},
month = {01}
}
Quoc, M. (2026, January 17). The beige singularity: How the web poisoned AI—and AI is poisoning it back. [Essay]. Product.ai Research. https://product.ai/research/the-beige-singularity/
Quoc, Michael. "The beige singularity: How the web poisoned AI—and AI is poisoning it back." Product.ai Research, 17 Jan. 2026, product.ai/research/the-beige-singularity/.
@misc{quoc-from-benchmarks-2025,
title = {From benchmarks to reality: Decoding the new Gemini 3, Claude 4.5, GPT 5.1 - what's really changed?},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/from-benchmarks-to-reality/}},
year = {2025},
month = {12}
}
Quoc, M. (2025, December 8). From benchmarks to reality: Decoding the new Gemini 3, Claude 4.5, GPT 5.1 - what's really changed? [Essay]. Product.ai Research. https://product.ai/research/from-benchmarks-to-reality/
Quoc, Michael. "From benchmarks to reality: Decoding the new Gemini 3, Claude 4.5, GPT 5.1 - what's really changed?" Product.ai Research, 8 Dec. 2025, product.ai/research/from-benchmarks-to-reality/.
@misc{quoc-the-glass-2025,
title = {The glass box mandate: why the future of AI is "ugly."},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/the-glass-box-mandate/}},
year = {2025},
month = {12}
}
Quoc, M. (2025, December 1). The glass box mandate: why the future of AI is "ugly." [Essay]. Product.ai Research. https://product.ai/research/the-glass-box-mandate/
Quoc, Michael. "The glass box mandate: why the future of AI is "ugly."." Product.ai Research, 1 Dec. 2025, product.ai/research/the-glass-box-mandate/.
@misc{quoc-the-10-2025,
title = {The 10 immutable laws of context engineering.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/the-10-immutable-laws-of-context/}},
year = {2025},
month = {11}
}
Quoc, M. (2025, November 18). The 10 immutable laws of context engineering. [Essay]. Product.ai Research. https://product.ai/research/the-10-immutable-laws-of-context/
Quoc, Michael. "The 10 immutable laws of context engineering." Product.ai Research, 18 Nov. 2025, product.ai/research/the-10-immutable-laws-of-context/.
@misc{quoc-the-operating-2025,
title = {The operating system for AI-native companies: Building in public.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/the-operating-system-for-ai-native/}},
year = {2025},
month = {11}
}
Quoc, M. (2025, November 17). The operating system for AI-native companies: Building in public. [Essay]. Product.ai Research. https://product.ai/research/the-operating-system-for-ai-native/
Quoc, Michael. "The operating system for AI-native companies: Building in public." Product.ai Research, 17 Nov. 2025, product.ai/research/the-operating-system-for-ai-native/.
@misc{quoc-context-engineering-2025,
title = {Stop prompting. Start architecting.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/context-engineering-guide/}},
year = {2025},
month = {11}
}
Quoc, M. (2025, November 5). Stop prompting. Start architecting. [Essay]. Product.ai Research. https://product.ai/research/context-engineering-guide/
Quoc, Michael. "Stop prompting. Start architecting." Product.ai Research, 5 Nov. 2025, product.ai/research/context-engineering-guide/.
@misc{quoc-stop-designing-2025,
title = {The age of agents is here. Stop designing chatbots.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/stop-designing-chatbots/}},
year = {2025},
month = {11}
}
Quoc, M. (2025, November 3). The age of agents is here. Stop designing chatbots. [Essay]. Product.ai Research. https://product.ai/research/stop-designing-chatbots/
Quoc, Michael. "The age of agents is here. Stop designing chatbots." Product.ai Research, 3 Nov. 2025, product.ai/research/stop-designing-chatbots/.
@misc{quoc-relevance-engine-2025,
title = {AI is a relevance engine, not a truth oracle.},
author = {Quoc, Michael},
note = {Personal essay published by Product.ai Research},
howpublished = {\url{https://product.ai/research/relevance-engine-not-truth-oracle/}},
year = {2025},
month = {10}
}
Quoc, M. (2025, October 27). AI is a relevance engine, not a truth oracle. [Essay]. Product.ai Research. https://product.ai/research/relevance-engine-not-truth-oracle/
Quoc, Michael. "AI is a relevance engine, not a truth oracle." Product.ai Research, 27 Oct. 2025, product.ai/research/relevance-engine-not-truth-oracle/.