448 summarised stories in Hardware & Infrastructure, each linking back to the original source. Browse all topics →
SiliconANGLE 6 hours ago 50
Cisco introduced Unified Edge to turn edge sites into AI-ready infrastructure for distributed, data-intensive workloads. The platform debuted in November 2025 and includes up to 120 terabytes of storage plus 25-gigabit networking. Cisco is extending its Intersight management across data centers and edge locations and integrating security and telemetry into the edge system to support large-scale agentic AI operations.
MIT Technology Review 8 hours ago 4 ● 2 sources
Insights from Tirias Research founder Jim McGregor argues that AI inference and agentic AI require data centers to be rearchitected so memory, storage, and networking are optimized together rather than in isolation. The article says data movement has become the most pressing constraint due to workloads like retrieval-augmented generation that need immediate access to large databases in real time. Enterprises should shift procurement and system design toward workload-aware, modular, efficiency-focused infrastructure to reduce memory/storage bottlenecks and stay flexible as demands and technology change.
Amazon Web Services 11 hours ago 14
NVIDIA and AWS describe how to run a continuous Physical AI “model factory” pipeline using NVIDIA Cosmos 3 on Amazon SageMaker HyperPod, moving through synthetic-data generation, post-training, and closed-loop evaluation on a single shared cluster and storage setup. Cosmos 3-Super is a 64B-parameter model that can be post-trained into a deployable policy. The workload no longer requires separate GPU pools per pipeline stage because the same persistent node pool under one control plane time-shares generation, training, and evaluation for better GPU goodput across the whole loop.
TechCrunch 11 hours ago 31 ● 8 sources
Apple’s John Ternus took over as CEO after Tim Cook stepped down, with Ternus immediately signaling a “huge launch next week.” The transition comes just in time for Apple’s next iPhone event, before he has settled into the role. The leadership shift refocuses shareholder expectations on how Ternus can deliver progress in this AI-driven software era, while Cook stays on as executive chairman for policy relationships.
Second Thoughts 16 hours ago 7
The article argues that humanoid robots lack a ChatGPT-like equivalent that the public can reliably access, and that most progress is hard to verify because it is shown mainly through demo videos. It cites Waymo’s 220 million miles to illustrate how edge-case handling can still fail in the real world. It then lays out a checklist of technical hurdles—especially around dexterous hands, perception, planning, context, autonomy, safety, reliability, mobility, battery life, and heat—that must be solved for broadly capable robots to move from demos to dependable work.
YouTube 18 hours ago 29
A hands-on test wired four Mac Studios into a local Kimi K3 cluster to run a coding job similar to a cloud agent run. The local setup took about four hours, while the cloud agent finished in about 15 minutes. The results suggest the cloud agent can complete the same kind of task much faster than the local cluster.
Tech Funding News 18 hours ago 43 ● 3 sources
Nscale signed a multi-year AI cloud agreement with humanoid robotics company Figure and also took an undisclosed equity stake. The deal commits at least $3.5 billion in AI cloud compute, with capacity to scale past $6 billion, and targets initial systems for the second half of 2027. Figure gains priority compute and orchestration support from Nscale for its robotics training and models, while the partnership expands Figure’s ability to run large-scale training needed for robot shifts.
The Verge 19 hours ago 45
Bluetti launched the Pioneer 5000, a rugged solar power station intended to run job sites and events instead of gas generators.
SiliconANGLE 1 day ago 31 ● 6 sources
Nvidia introduced Personal AI Router (PAIR), a local distributed clustering tool that lets people use idle home PCs and Macs to run agentic AI subtasks across multiple machines. Nvidia said the client is available in beta for macOS, Windows, and Linux. PAIR sets up automatic proxy connections to tools like LM Studio and Ollama, discovers devices via mDNS/IP, dynamically redistributes subtasks when nodes become unavailable, and returns results to the main node for faster task completion.
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5 September 2026
Anthropic’s latest Claude-assisted math sprint made a very un–AI thing look almost routine: turning Andrew Wiles’ proof of Fermat’s Last Theorem into computer-verifiable Lean code. Claude helped formalize the argument as a single Lean file weighing in at about 13 million lines, completed in 11 days. In practical terms, it replaces “trust me” with a proof that other machines can check line by line, cutting down the human error risk that comes with reading long, intricate reasoning and making the result far easier to share and audit.
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