You type a perfectly normal sentence into ChatGPT:“My app crashed after the update.”And the model replies like a human. It feels like the model is reading your words the way you do. It’s not. Under the hood, the model does something much more “engineer…
Four models. Apache 2.0. 256k context. Native audio. And 96 MLX variants before most people finished reading the blog post.Continue reading on Towards AI »
A systems-level view of how long contexts shift LLM inference from compute-bound to memory-boundYou send a prompt to an LLM, and at first everything feels fast.Short prompts return almost instantly, and even moderately long inputs do not seem to cause …
Prefill–Decode Separation, KV Cache Affinity, and What the Metrics ShowGetting an LLM to respond is straightforward. Getting it to respond consistently at scale, with observable performance, that’s where most deployments run into trouble.Traditional LL…
Gemma 4: Byte for byte, the most capable open models
Four new vision-capable Apache 2.0 licensed reasoning LLMs from Google DeepMind, sized at 2B, 4B, 31B, plus a 26B-A4B Mixture-of-Experts.
Google emphasize “unprecedented level of intelligence-p…
Release: llm-gemini 0.30
New models gemini-3.1-flash-lite-preview, gemma-4-26b-a4b-it and gemma-4-31b-it. See my notes on Gemma 4.
Tags: gemini, llm, gemma
Plus: the RAG debugging split most teams skip entirely!Good morning, AI enthusiasts!Your next AI system is probably too complicated, and you haven’t even built it yet. This week, we co-published a piece with Paul Iusztin that gives you a mental model f…
Most developers use Claude Code for simple tasks, but it can do much more than that. Once you start exploring its advanced features, it…Continue reading on Towards AI »
AI scraping marks the next evolution of data extraction, using AI and ML to automatically collect and analyze web data in a more efficient, intelligent, and ethical manner compared to traditional approaches.Disclaimer: This article is only for educatio…
No boilerplate here. No DI container, nothing-no middleware whatsoever. Just resultsContinue reading on Towards AI »