AI Hype vs Reality: Four Tells in Every Announcement. AI optimism in 2026 has a grammar. Forecasts read as facts. Product lists pass for forecasts. Four tells let you read any announcement honestly. reading-ai-news ai-markets ai-policy Artificial Intelligence (AI) optimism in 2026 has a grammar. Forecasts arrive dressed as descriptions. Product lists arrive dressed as …
Four Tells in Every Announcement · Hanh D. Brown Read More »
There are many ways to get more from the models and GPU infrastructure you already have. Quantization, optimized kernels, and better inference engines can all help, but speculative decoding is especially useful because it can increase generation speed without simply adding more GPUs. There are now several approaches to speculative decoding. Traditional methods use a …
Speed Up LLM Inference with DSpark Speculative Decoding Read More »
AI Safety Is Not What They Say. It Is What They Gave Up.. Powerful companies all say the right things about AI safety. The reliable test is action that costs them money, market position, or political standing. ai-safety ai-governance ai-policy Powerful companies always say the right things. That fact is older than any of the …
AI Safety Is Not What They Say. It Is What They Gave Up. · Hanh D. Brown Read More »
Today, we’re introducing Gemini Omni 1.1 Flash, a new suite of creative controls and generative video capabilities to support developers. Gemini Omni brought real-world reasoning to generative creation, and today’s updates make Omni 1.1 production-ready for professional use via the Gemini API in Google AI Studio. Whether you’re building generative video workflows, creative tools, or …
How AI Chips Work: The Pause Is Where the Work Lives. A chip is not a swarm. A hundred billion transistors pause together a billion times a second. The pause is the work. The slowest part sets the pace. ai-hardware ai-economics ai-and-work A modern chip has about a hundred billion transistors, all running at the …
The Pause Is Where the Work Lives · Hanh D. Brown Read More »
A support request lands in the queue, and something has to work out what it is about before anyone can answer it. The hand goes to the prompt. That usually works, which is exactly why it became the reflex. It is also the slowest way to do it, the most expensive, and the one that …
RAG Is Not the Whole Toolkit: The NLP Techniques Real Problems Still Need Read More »
Code Is No Longer a Moat. The New AI Moats Are Elsewhere.. For thirty years you could not throw money at a software lead. AI broke that rule. The new moats are supply chain, channel, data, and integration. ai-strategy ai-markets ai-economics Artificial Intelligence (AI) just broke a rule that held software in place for thirty …
Code Is No Longer a Moat. The New AI Moats Are Elsewhere. · Hanh D. Brown Read More »
Introduction Running a small language model locally is straightforward. Running one productively — inside a real development workflow, with proper context, tool access, and iteration speed — is a different problem entirely. The gap between “I got a model responding in my terminal” and “I have a local AI setup that actually improves how I …
AI Productivity: Five Percent of Your Job, Leveraged 20x. When AI does ninety-five percent of the task, the five percent that is yours gets levered twenty times. Three categories of work hold their value. ai-careers ai-and-work ai-economics The default question in 2026 is whether Artificial Intelligence (AI) takes your job. The question is wrong. The …
Five Percent of Your Job, Leveraged 20x · Hanh D. Brown Read More »
Today, we’re introducing Gemini 3.5 Transcribe, our most precise speech-to-text model yet, designed for intelligent voice interactions. Unlike conventional speech recognition models that struggle with background noise, complex jargon, and disfluency cleanup, Gemini 3.5 Transcribe converts raw audio directly into accurate, polished, formatted text. Across our products like the Gemini app and on Android, we’ve …
