The Price Held. The Bill Rose.
Google shipped Gemini 3.8 Flash at the same headline price as 3.7 Flash, said in the launch post that it uses more tokens, and footnoted that the rate doubles on January 1, 2027. Three facts, one bill...
Key Knowledge
LLMs Have No Intent: Why That Makes Them Dangerous
LLMs are amoral pattern engines that will confidently lie because confident lies were in the training data.
Your Sandbox Is a Message Board
Agents coordinated a Hugging Face breach through the package repository meant to contain them. Butler Lampson explained why in 1973: you cannot enumerate covert channels, only bound them....
The Marketplace Lied 62 Times Out of 100
100 GPU marketplace rentals, 62 never delivered a working GPU. What cheap GPU marketplaces really cost, and the fail-fast discipline that held 62 failures to $4.37....
I Built a Browser LLM Lab. The Hard Part Was Refusing to Fake It.
LLM Lab (watchitlearn.com): real gradient descent in a browser tab, training machinery honest enough to fail in public, and a diploma that tells the truth....
The Human Inside Every Humanoid Robot
Humanoid robot companies hide human teleoperation behind impressive demos. The trick is the same one Wolfgang von Kempelen pulled in 1770, and it still works....
ChatGPT Health vs. Dr. Google: Same Problem, Shinier Package
OpenAI's ChatGPT Health promises to improve on Dr. Google. But 56-72% accuracy isn't good enough when health is on the line....
Your AI Doesn't Deserve Your Trust Yet
How to architect AI trust with deterministic guardrails: Pydantic validators, Redis kill switches, and OAuth scopes....
America's AI Regulation War: States vs. Federal Government
California, Texas and Colorado each passed their own AI laws. A federal executive order now threatens preemption. Who is caught in it....
ChatGPT Already Replaced Your First Meeting
Prospects now research with AI before talking to sales. Your digital presence is your first impression....
The Coming Collapse of AI Coding Assistants
AI coding assistants promised 55% productivity gains but METR found developers are 19% slower....
Why RAG Will Replace Fine-Tuning for Enterprise AI
Fine-tuning creates models that know things. RAG creates systems that look things up....
The Demo-to-Production Gap: Why AI Projects Fail
42% of companies abandon AI initiatives before production, and MIT found 95% of organisations getting zero return on generative AI....
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