The era of unlimited free AI is dead as Google and rivals slam the door shut
…Until a little while ago, Windsurf was extremely generous, but that all changed when it decided to limit free usage of its SWE LLM. The standard SWE-1.6 is now behind…
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What is AutoDeploy?
Every new LLM architecture comes with its own inference challenges, from transformer models to hybrid vision language models (VLMs) to state space models (SSMs). Turning a reference implementation into a high-performance inference engine typically requires adding KV cache management, sharding weights across GPUs, fusing operations, and tuning the execution graph for specific hardware. AutoDeploy shifts this workflow toward a compiler-driven approach. Instead of requiring model authors to manually reimplement inference logic, AutoDeploy automatically extracts a computation graph from an off-the
Automating Inference Optimizations with NVIDIA TensorRT LLM AutoDeploy | NVIDIA Technical BlogFive architects of the AI economy explain where the wheels are coming off | TechCrunch
…DeSouza observed space is a vacuum, so eliminates convection, leaving radiation as the only way to shed heat into the surrounding environment (a much slower and harder-to-engineer process than the…
NWN and Baltimore Bridge Digital Gap with AI PCs
…The initiative’s launch event showcased the impact of community-driven AI education—inspiring local youth to explore AI concepts and officials to consider expanding the model to serve other use cases…
Accelerating Vision AI Pipelines with Batch Mode VC-6 and NVIDIA Nsight | NVIDIA Technical Blog
…About the Authors About Andreas Kieslinger Andreas Kieslinger is a senior development technology engineer for Generative AI and LLMs at NVIDIA. His current focus is to accelerate AI inference in projects like…
Discussions and forums
Show HN: AI agents who prevent context drift through gossip
Most multi-agent systems fail the same way: agents drift apart across handoffs. By turn 3 they are working in different realities. By turn 5 they are repeating each other's mistakes and calling it parallelism. WUPHF is a…
1
Show HN: My AI agents bully each other to prevent context drift
Most multi-agent systems fail the same way: agents drift apart across handoffs. By turn 3 they are working in different realities. By turn 5 they are repeating each other's mistakes and calling it parallelism.WUPHF is an…
9
Broadcom May Become The Biggest Counterbalance To Nvidia
…About a third of that was driven by AI networking chips and the other two thirds was driven by AI accelerators and rackscale systems. If you do the math, that is $5…
Integrate Physical AI Capabilities into Existing Apps with NVIDIA Omniverse Libraries | NVIDIA Technical Blog
…Omniverse libraries support agentic orchestration via Model Context Protocol (MCP) servers, facilitating LLM-based agent workflows, and are being piloted by industry leaders including ABB Robotics, PTC, Siemens, and Synopsys to enable…
I tested the Chuwi AuBox X 256V and found a microcosm of where small PC designs are heading under the current price pressures
…With the NPU, GPU, and CPU all pulling together, this machine genuinely handles Copilot+ workloads and lighter local LLM inference without breaking a sweat. The price is the real story, though. At…
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