Google’s newest frontier model arrives with an unusual headline: Gemini 4 Argon can produce up to one million output tokens in a single trajectory. That is not just a bigger chatbot reply. Google is positioning the model for jobs that may involve hours of reasoning, tool use, code changes, document analysis and repeated decisions before … Read more
Google has turned its “fast model” tier into something much harder to dismiss. Released on September 2, 2026, Gemini 3.8 Flash is positioned as the company’s new workhorse for coding, agents, multimodal tasks, and complex reasoning. It keeps the headline economics of Flash, with introductory API pricing of $0.75 per million input tokens and $3.75 … Read more
AI companies have spent years making their best reasoning models harder to imitate. One increasingly important defense is simple in principle: don’t show users the model’s full chain of thought. A new paper, Stealing Reasoning Traces from Proprietary LLM APIs, found a surprisingly indirect way around that protection. Researchers discovered that encrypted reasoning blocks produced … Read more
Introduction Google just shipped Gemini 3.6 Flash, and the reaction split almost immediately along job description. Developers who went straight to the coding benchmarks shrugged. Enterprise teams running document pipelines and agent workflows did not. That gap tells you most of what you need to know about where Google is placing its bets with this … Read more
Gemini Omni arrives with the kind of demo that makes product teams whisper, “Well, there goes the roadmap.” Type a prompt, feed it an image, add audio, point it at a rough clip, and suddenly the model is editing video as if it has a tiny film crew trapped inside the weights. That is the … Read more
The old meaning of “Flash” was simple: cheap, fast, good enough, and slightly disposable. Gemini 3.5 Flash breaks that mental model. This is not a bargain-bin chatbot with a racing stripe. It is Google’s attempt to turn the Flash tier into an agent engine, the kind of model you point at a terminal, a workflow, … Read more
Speed vs Quality vs Cost (Bubble = Output Price) X: output speed, Y: GPQA Diamond, bubble size: $/1M output tokens Tip: the sweet spot is top-right with a smaller bubble. Google dropped Gemini 3.1 Flash-Lite on March 3, 2026, with essentially no advance notice. One day it wasn’t there, the next it was sitting quietly … Read more