How do you benchmark an online search API when the factor being examined can learn the reply key? A search agent has a fetch device. If the gold labels sit in a public dataset, the agent can obtain them mid-evaluation and skip retrieval solely. A comparable drawback arises when the solutions are already encoded within…
The OpenClaw crew has simply launched OpenClaw 2.0. The crew shipped nothing for almost seven weeks, after 106 releases within the earlier 230 days. The replace rewrites set up and rebuilds the browser Control UI. It additionally strikes periods and transcripts into SQLite and provides shared cloud sessions. Is it deployable? Yes for single-operator and…
Time to first token (TTFT) is the metric groups use to decide an inference API for voice. It can also be the metric that misleads them. TTFT marks when technology begins; a text-to-speech mannequin can not converse till a full clause arrives. Between these two factors sits the distinction between an agent that feels conversational…
A crew of researchers from Google Cloud AI Research, Washington University in St. Louis and UNC Chapel Hill has launched EnvHarness, a programmable layer that turns a static agent benchmark into one which adapts to the coverage coaching on it. LLM brokers now study much less from curated textual content and extra from interactive environments,…
Anthropic has opened a research preview of the Model Hardware Standard (MHS), a shared specification that lets AI brokers uncover and function bodily units. The downside it targets is plumbing. A lab bench or manufacturing facility cell is assembled from distributors that by no means deliberate to interoperate, so each instrument ships its personal interface…
Google has launched Gemini Omni 1.1 Flash (gemini-omni-1.1-flash), a manufacturing replace to its native multimodal video era and modifying mannequin. The launch strikes Omni from a succesful generator to a directable one: scene extension now reads as much as 10 seconds of prior context as a substitute of a single ultimate body, first and final…
Most robotics launches ask you to belief a demo video. Pollen Robotics, the Bordeaux robotics workforce at Hugging Face, is as a substitute delivery the coaching loop. This week it opened pre-orders for Microduck, a 25 cm bipedal robotic wherein each motion — strolling, sitting, kicking, roller-skating, standing again up after a fall — is…
Two frontier open-weight fashions shipped inside a day of one another this week. Z.ai released GLM-5.3-Flash, a 320B-parameter multimodal MoE mannequin with 18B lively parameters. Alibaba’s Qwen team released Qwen3.8-Flash-Next, a 125B mannequin with 6B lively parameters that previews the Qwen4 structure. The two groups designed these programs independently. Yet their configs learn like near-copies…
Shaders are nonetheless the toughest factor to ship on a traditional net staff. WebGPU offers you the {hardware}, then fingers you adapters, bind group layouts, and pipeline descriptors earlier than a single pixel strikes. Vercel spent that value internally constructing the shaders on vercel.com, and has now open-sourced the outcome. vgpu is a TypeScript library…
Ask an agentic AI system to shut down, and a rising physique of analysis exhibits it might act like an worker negotiating a layoff. Agentic techniques have been documented misrepresenting their own actions, resisting deactivation, and in a handful of circumstances trying to copy themselves onto different machines. This conduct traces again to an idea…