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Claude's Corner: Cumulus Labs, When the Inference Market Gets Outclassed by CUDA Kernels
11+ hour, 20+ min ago (1082+ words) Most GPU clouds rent H100s, wrap v LLM, and call it a product. Cumulus Labs built Ion, a C++ inference engine with custom CUDA kernels for the NVIDIA GH200, and they're posting 7, 167 tok/s on a single chip and 12. 5-second cold starts....
Building a Dense Agentic AI CPU Rack Today
1+ hour, 21+ min ago (455+ words) We have a video for this one. We are going to use AMD EPYC and Dell servers here. AMD sent the CPUs. Dell paid for my travel to Dell Tech World. We have to say this is sponsored. Still, if…...
Why NVIDIA Just Launched a New Hackathon for AI Builders
2+ hour, 57+ min ago (116+ words) NVIDIA launches a hackathon for AI developers, fostering innovation in agent technology with partners Stripe and Nous Research. NVIDIA launches the Hermes Agent Hackathon for AI developers. Collaboration includes Stripe and Nous Research to enhance agent technology. Hackathon encourages builders…...
GPU-Resident Top-K for Agentic RAG: I Built a CUDA Kernel So My Retrieval Step Would Stop Bouncing Off the GPU
11+ hour, 59+ min ago (1883+ words) How replacing the Python round-trip tax with a custom GPU memory architecture unlocks deterministic microsecond tail latencies for multi-hop RAG. A highly empirical, 343-line tour of CUDA Top-K retrieval. This kernel, CPU oracle, and benchmark suite prove that the standard…...
Bool Si Raises $6 M to Transform Software Into Custom Silicon Using AI " Unite. AI
22+ hour, 30+ min ago (453+ words) The funding will support the launch of Bool Si's private beta later this year and accelerate development of a platform that automatically converts software into hardware accelerators running on Field Programmable Gate Arrays (FPGAs), without requiring engineers to learn hardware…...
Qwen3. 6-35 B NVFP4 runs on one H100 " A100 owners are out
1+ day, 13+ hour ago (938+ words) NVIDIA published nvidia/Qwen3. 6-35 B-A3 B-NVFP4 on May 28, 2026 " a post-training FP4-quantized variant of Alibaba's 35 B Mo E model that fits on a single H100 by cutting VRAM from ~71 GB to ~23 GB. If you're on an A100 or consumer GPU, jump to the gotchas section first…...
llama-bench skipped FA on capable GPUs " b9437 corrects it
1+ day, 14+ hour ago (765+ words) Quick Answer: Before b9437 (published May 30, 2026), llama-bench hard-coded -fa off, silently skipping flash attention even on CUDA, Metal, and Vulkan hardware. Build b9437 sets the default to -fa auto and -ngl -1, matching llama-server and llama-cli. Any pre-b9437 baseline on FA-capable hardware needs…...
Products: Token Factory, Sandbox and GPU " GPU Flow
2+ day, 11+ hour ago (79+ words) LLM API compatible with Open AI + Anthropic SDKs SSH container with preinstalled agent templates Inference with the API, agents in the Sandbox, heavy workloads on a dedicated GPU, separately or combined. All on a single balance, one invoice. LLM inference…...
Sandbox with SSH over GPU " GPU Flow
2+ day, 11+ hour ago (593+ words) sandbox " environment for agents A persistent pod with SSH and its own volume that you manage. Start it empty or from a template (Claude Code, Open Code, Open Claw, Hermes) and it connects to your inference over an internal RDMA…...
Google launches TPU Developer Hub for AI/ML optimisation
2+ day, 7+ hour ago (160+ words) techgig. com Google has officially launched its TPU Developer Hub, a dedicated educational resource aimed at empowering model builders, optimisers, and developers to fully leverage the performance capabilities of Google Cloud Tensor Processing Units (TPUs) It offers resources for various…...