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 …
AI Chip Performance: Why Blackwell Delivers 50x, Not 2x. AI hardware delivers 50x more tokens per watt while spec sheets show 2x. The 25x gap lives in extreme co-design across seven layers, not in any single chip. ai-hardware ai-markets ai-economics If you have followed Artificial Intelligence (AI) hardware announcements and wondered why the generational gaps …
Why Blackwell Delivers 50x, Not 2x · Hanh D. Brown Read More »
When RAG retrieval disappoints, the advice AI engineers hear today is almost always “add a reranker”. Ask why a reranker works, and the answer usually stays at the architecture level: it is a cross-encoder, it applies attention over the query and the passage together, it is fine-tuned on relevance labels. All of that is true, …
AI Agent Governance: Treat the Agent Like an Employee. An AI agent without identity, role, access, audit, performance, and a manager is not autonomous. It is unsupervised. The fix is six primitives and a kill switch. ai-governance ai-and-work ai-strategy An enterprise would never let a human employee through the door without an identification badge, an …
Treat the Agent Like an Employee · Hanh D. Brown Read More »
Introduction Most developers see Python dataclasses as a shortcut for avoiding repetitive dunder methods like __init__ and __repr__. So at first look, it seems like a simple way to write less code and move faster. In practice, dataclasses are designed to reduce boilerplate in data-focused classes while keeping behavior clear and under your control. Instead …
