ContentsIntroductionLayer 1: The Engine Room — Local Model ServingLayer 2: The Editor Interface — Where Code Meets ContextLayer 3: The Terminal Layer — Repo-Wide AutomationLayer 4: The Context Layer — Local Memory and RetrievalAssembling Your StackFinal Thoughts Introduction Running a small language model locally is straightforward. Running one productively — inside a real development workflow, …
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 »
ContentsIntroductionBuilding a Baseline ClassControlling Fields With field()Creating Immutable DataclassesReducing Memory Usage With slots=TruePutting Everything TogetherWhat To Explore Next 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, …
The Work AI Cannot Replace: My Mother and Higher-Value Care. AI abundance forecasts assume labor scales. Care work does not. A daughter’s hours are the hours the forecast does not see. The wall is closer than they say. caregiving aging-and-care ai-economics ai-careers Artificial Intelligence (AI) abundance forecasts share a sentence. The sentence promises automation will …
addresses the fundamental challenge of slow, sequential token generation in language model inference. DFlash speculative decoding support for CPUs was recently enabled in vLLM v0.25.0. In our testing with Qwen3.5-9B on an r8i AWS instance, powered by Intel® Xeon® 6 processors with Performance-cores, DFlash increased average token generation throughput to 3.92x that of the autoregressive …
Speculative Decoding on CPUs: Nearly 4x Faster Token Generation with DFlash Read More »
Venture Capital and AI: Sized for Fifteen Winners a Year. Old venture capital was a basketball team sized for fifteen winners a year. The redesign that scaled: share economics, centralize control, and grow sideways. ai-markets ai-strategy ai-economics For thirty years, every venture firm in the country was sized for the same number. About fifteen technology …
Sized for Fifteen Winners a Year · Hanh D. Brown Read More »
