The modern economy depends intrinsically on a bargain that may not survive automation. Most people work. They earn money from the work. They use that money to buy what they need. Work is how society gets tasks done and it is also the main way income is distributed. The U.S. government likewise relies primarily on taxes …
The AI certification market has exploded. By 2026, AI credentials account for nearly 30% of all professional certifications being pursued, a 20x increase from pre-ChatGPT levels, according to labor market research from Revelio Labs. That growth has produced two very different categories: a handful of credentials that employers actively screen for and that correlate with …
5 AI Certifications Worth Paying For in 2026 (And Which to Skip) Read More »
Frontier models are stateless, linear token predictors with exceptional reasoning capabilities. However, they can only reason over the context provided to them. When an enterprise AI agent hallucinates in production, misses a critical dependency, or misinterprets a policy, the root cause is almost always inadequate or imprecise context. Where does this context reside? Usually, it’s …
Vibe coding is a genuinely new way of building software, not a rebrand of an old one, and it deserves a real definition before this tutorial uses it a hundred more times. The term was coined by Andrej Karpathy in early 2025 to describe a workflow where you describe what you want in natural language …
Vibe Coding a Classic Game: Building Breakout Step by Step with an AI Assistant Read More »
Today, we’re announcing the next frontier model: Gemini 4 Carbon, our strongest model with state-of-the-art cybersecurity and long horizon capabilities. Carbon ranks #1 on the recently updated v5.0 of Artificial Analysis Intelligence Index at 59. It shows significant gains across coding and agentic tasks as well as across key capabilities critical for cybersecurity defense, landing …
Most journals open with a promise the writer cannot keep. I am going to try something different. I am going to tell you what this is, what it is not, and who it is for. Then you can decide if you want to stay. What this is not, the refusals# This is not a newsletter. …
What this whole publication is actually going to be Read More »
“There is nothing more deceptive than an obvious fact.”— Sherlock Holmes, in “The Boscombe Valley Mystery” by Arthur Conan Doyle 1. Introduction You just won the lottery, and your first purchase will fulfill a childhood dream: buying a Ferrari. You visit a luxury car website, find a gorgeous Ferrari sports car, and click “Find Similar.” …
You can hear it in the first sentence. The writer who has not decided yet sounds like a person clearing her throat. She might. She could. Perhaps. I wrote in that voice for ten years and published most of it. IN THIS ESSAY 01The sentence I cannot un-write, forensics in a folder 02The three things …
The writing voice I spent far too many years avoiding Read More »
Introduction Say you’re building a support-ticket assistant, and you want to compare how GPT, Claude, and Llama each handle the same customer message before picking one. Normally that means signing up with three separate providers, learning three different authentication schemes, and rewriting your request code three times just to run one comparison. OpenRouter removes that …
Access Multiple AI Models in Your Python Apps Using OpenRouter Read More »
AI arrived in the chapter no one promised would come. That is not a coincidence.
