Nace’s Drex: Grade Citation Accuracy, Not the Leaderboard
The number, and the page it came from Before a review, someone still has to find the figure in a filing, a contract, or a Treasury bulletin and show the page it came from. A confident paragraph with no citation is not an answer a finance partner can use. That gap, not chatbot fluency, is […]
Agentic Retrieval Means Naming the Tool, Not Writing a Longer Prompt
A fluent answer with half the facts is dangerous when nobody can tell it is partial. Silence at least looks like a gap. A polished paragraph does not. That is the judgment in AWS’s sample, “Build agentic retrieval on a Managed Amazon Bedrock Knowledge Base with CDK.” Classic retrieval-augmented generation (embed the question, fetch the […]
Meta Announced $35 Billion for AI, Not a $95 Billion Raise
The $95 billion figure is doing too much work The number that will get repeated is $95 billion. Meta has not raised it. The company has announced a financing package of about $35 billion and said it intends to sell up to $60 billion more. The second figure is a plan. It is not a […]
A Caption Is Not a Platform: The iPhone Duo Pokémon Claim
A caption is not a platform Unfold it, the caption says, and the phone becomes a Nintendo DS. Pokémon comes along for the ride. A controller emoji does the rest of the persuading. The post is titled “Pokémon on the iPhone Duo, ” and it tags Apple and Nintendo as if a partnership had already […]
Grok’s Seven-Minute Odyssey Is Not the Film That Was Promised
Seven minutes is a strange length for an epic Long enough to show off a rendering pipeline. Short enough to dodge the only question that decides whether a film exists: will anyone still be watching at minute eight? Grok has released the first seven minutes of an AI-generated Odyssey, after Elon Musk said it would […]
Nanbeige4.3-33B Is a Teacher You Can License, Not a Worker You Can Cost
Anyone pricing AI agents for internal coding or office work should separate three things: the license, the scoreboard, and the machine that has to hold the weights. Nanbeige LLM Lab has released Nanbeige4.3-33B on Hugging Face under Apache 2.0, and positioned it as a teacher for agentic coding and for professional cowork (multi-step office work […]
TokenGate Speeds LLM Prefill, but 11x Is Not a Planning Number
Most of the wait on a long prompt happens before the model types a word. Give an AI agent a contract pack, a sales or support archive, or the notes it gathered before it acts, and the clock that matters is time-to-first-token: how long prefill takes to read the prompt and produce the first answer […]
Carbon-X Reads Raw DNA in English and Still Is Not an Annotation
Hugging Face has published an open decoder that takes raw DNA and an English question in the same prompt, on a single GPU you can keep in the building. The model is Carbon-X. The paragraph it writes back can sound like an annotation. It is not one. The lab version of that claim is concrete. […]
NVIDIA Flora Looks Far Cheaper Than Astra Until You Read the License
Grading robot video is where a physical-AI program starts to cost real money. These are robots trained from footage, not a chatbot. NVIDIA’s projected cost for Flora, its data engine for that job, is about 72 cents an hour, against roughly $88 to $88.50 for GPT-6 Astra. The Decoder, in Jonathan Kemper’s October 25, 2026 […]
Saluki 27B: What a Sub-8 GB Local Agent Model Keeps and Loses
A local agent file under 8 GB that still calls tools is a real deployment question. Underdog’s answer is Saluki 27B: an IQ2-mix build of Qwen3.8-27B, listed at 7.89 GB against 54 GB for the full weights, in a standard GGUF that stock llama.cpp can serve. The card says the skill it protected is tool […]