A GPU cluster can look completely wholesome on a monitoring dashboard whereas producing little or no of worth, and most enterprises are looking at precisely that chart in the present day. Roughly two-thirds of organizations report peak GPU utilization beneath 70%, in response to a State of AI Infrastructure at Scale report cited in a…
This article is sponsored by Salesforce and was written, edited, and revealed in alignment with our Emerj sponsored content guidelines. Learn extra about our thought management and content material creation providers on our Emerj Media Services page. Customer-facing organizations now face a widening capability hole pushed by escalating multi‑channel demand and the constraints of human-only…
JD.com is increasing AI and robotics throughout its logistics community beneath a brand new Physical AI Acceleration Plan, whereas reiterating a five-year goal to acquire 3 million robots, 1 million autonomous autos, and 100,000 supply drones. The firm launched the plan at JDDiscovery 2026 in Beijing. JD Logistics additionally unveiled its industrial Wolf Robot sequence,…
Most groups constructing AI workflows attain for brokers and abilities, and find yourself with one thing probabilistic from finish to finish. The agent calls no matter device it decides to name, reaches for an costly mannequin on a step that wanted a lookup, and runs as a black field: exhausting to validate, exhausting to foretell,…
Long-horizon brokers have turned LLM serving into an input-heavy workload. Repeated prefills and million-token contexts depart KV caches that pressure HBM, SSD capability, and bandwidth. DeepSeek AI constructed its latest launch round that actual bottleneck. DeepSeek-V4.1-Flash is a multimodal Mixture-of-Experts mannequin with 552B spine parameters, 196B further Engram parameters, and a 1M-token context window. It…
LandingAI has shipped Agentic Document Extraction (ADE) Gen2, a rebuild of its doc intelligence stack round a brand new mannequin household known as DPT-3. Gen1 handled a doc as a flat checklist of chunks. Gen2 treats it as a tree, costs it by the characters it returns slightly than by the web page, and grounds…
Google has open-sourced Mantis, a stack-agnostic toolkit of safety evaluation expertise that lets an AI coding agent run the entire vulnerability lifecycle. It finds a suspected flaw, strips the false positives, reproduces the bug inside a sandbox, writes a minimal patch, re-attacks that patch, and scores the residual danger. Mantis is just not a scanner…
AI SRE instruments are constructed to serve one group, one service, one stack. That’s a scope they deal with properly, nevertheless it is not the job enterprise SRE groups are literally accountable for: reliability throughout tons of of interdependent purposes, providers, and networks. That mismatch between the size of the job and the size of…
CloudNC has secured $20 million in new capital to scale its AI precision machining expertise throughout international supply chain networks. The funding spherical was led by US enterprise investor Nimble Ventures, with participation from Calculus Venture Capital, Entrepreneur First, and LM Ventures, the enterprise capital fund of Lockheed Martin. Founded in 2015, CloudNC operates from…
Samsung has partnered with Mistral AI to deploy on-premises models throughout its semiconductor manufacturing and engineering operations. The settlement was introduced through the bilateral state summit held in Paris between South Korea and France. Samsung will combine Mistral’s software program suite – together with its flagship Mistral Large mannequin – into inner semiconductor amenities to…