9+ hour ago  (628+ words) In this tutorial, we build an advanced federated learning experiment with NVIDIA FLARE. We compare Fed Avg and Fed Prox on a non-IID CIFAR-10 setup, where client data is split using a Dirichlet distribution to simulate realistic label imbalance across…...

1+ day, 1+ hour ago  (1090+ words) A single straggling node held up a 4-node distributed training job. We found it by fanning out one SQL query to all four nodes and getting the answer in under a second. This is distributed GPU training debugging with e…...

17+ hour, 49+ min ago  (35+ words) An incident-style teardown of a De PIN AI compute run: what a failed GPU job can prove, what it cannot prove, and which receipt fields make the dispute debuggable. Tagged with ai, blockchain, infrastructure, web3....

1+ day, 2+ hour ago  (324+ words) For Parts 1 through 3 we've been calling NIM through NVIDIA's hosted API Catalog at build. nvidia. com. That's the right starting point. It is also not the only place NIM runs. This post walks through the swap and the reasons you…...

1+ day, 17+ hour ago  (1044+ words) Specs alone do not decide the winner, but they frame the trade-offs. The table below captures the dimensions teams ask about most often during inference engine selection, drawn from the official repositories, release notes, and benchmark archives as of April…...

1+ day, 15+ hour ago  (80+ words) open PR. com Solana News: Alpenglow Test Cluster Goes Live as Alpha Pepe Builds the AI Execution Layer Case Press release from: BTCPress Wire Solana's Alpenglow test cluster is live, while Alpha Pepe builds the AI execution layer case. Permanent…...

1+ day, 11+ hour ago  (128+ words) Image above: generated by FLUX. 1 Schnell running on the hybrid architecture described in this post. FLUX. 1 Schnell is a 12 B parameter model. Full precision needs more VRAM than the RX 580 has. The solution: split the components between GPU and CPU…...

1+ day, 11+ hour ago  (311+ words) All images in this article were generated on the RX 580 8 GB " the same GPU everyone said couldn't run AI. Amihart was the first to document LLM inference via Vulkan on the RX 580. Compiled llama. cpp with -DGGML_VULKAN=on on Debian, connected…...

1+ day, 15+ hour ago  (589+ words) Lang Chain and Lang Graph drive enterprise adoption of AI agents and autonomous workflow automation capabilities. The creation of enterprise artificial intelligence is much more complex than it was in previous years. Accuracy and training speed can no longer be…...

2+ day, 20+ hour ago  (1575+ words) Speculative decoding has been the rumored 3-5x throughput multiplier for about 18 months. The numbers have stayed muddled because most of the public benchmarks ride on H100s with batch sizes greater than one, where the speedup gets folded into pricing tables nobody outside…...