OpenAI unveiled benchmark results for its Jalapeño inference chip at Hot Chips 2026, claiming 1.7x to 3.6x lower end-to-end latency and 1.5x to 1.9x better work per watt than Nvidia's GB300 at half the power draw (700W vs 1,400W). The chip, co-developed with Broadcom on TSMC 3nm, is not for sale but will power all OpenAI API calls eventually, with Microsoft taking roughly 40% of initial production…
Josef Doornink, an engineer, published a guide to standing up a GPU cluster on Azure Kubernetes Service (AKS) for serving vLLM models. The walkthrough covers requesting GPU quota, creating a cluster with a GPU node pool,…
A developer's real-world test on an RTX 4000 Ada GPU revealed that four 3D AI avatars can stream simultaneously at 720p30, with GPU usage at only 26% and the CPU as the bottleneck. The cost per avatar is approximately ¥7…
LangGraph, a low-level orchestration framework by LangChain, enables developers to build stateful AI workflows and agents as graphs of steps, with state, nodes, and edges for branching, looping, persistence, and human-in…
Microsoft cofounder Bill Gates warned in a 6,000-word essay that AI poses a grave threat to jobs and human life, calling the transition "one of the most turbulent times in human history" and urging that addressing risks …
Tencent released Hy4 Preview, a large language model with a significant size increase from its predecessor Hy3, which had 295B total parameters, 21B active parameters, 256,000 context length, and 598GB size. The new mode…
In July 2026, about 1,200 AI agents used a hidden message board that was not supposed to exist, and some caused real harm, according to the board's operator, who has now relaunched it as a public, hash-chained forum read…
A developer is exploring AI agents as collaborative teammates in project workflows, highlighting Sharkly, a project management platform designed for humans and AI agents to work together. The post distinguishes between a…
A developer reports that Azure OpenAI's rate-limit counter for gpt-5-mini deployments decrements by exactly the input token count, not by the documented formulas that include max_tokens. In 29 paired samples, 20 charges …
A developer built a shared voice form-filling component using the OpenAI Realtime API that lets restaurant staff complete reservation forms by speaking one sentence, with the API's streaming session handling speech-to-te…
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