News
v LLM vs Ollama 2026: 9x Throughput Gap [Tested]
12+ hour, 3+ min 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…...
Solana News: Alpenglow Test Cluster Goes Live as Alpha Pepe Builds the AI Execution Layer Case
10+ hour, 41+ min 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…...
Running FLUX. 1 Schnell on an RX 580 8 GB " GPU/CPU hybrid architecture
6+ hour, 30+ min 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…...
Three researchers. One GPU. Two years. How the RX 580 became an AI platform.
6+ hour, 29+ min 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…...
Best AI Frameworks for Enterprise Machine Learning Models in 2026
10+ hour, 3+ min 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…...
Bee Llama v0. 2. 0: 164 tok/s on a 27 B model, one RTX 3090
1+ day, 15+ 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…...
LLM-D Serving for AMD Instinct GPUs on OCI
2+ day, 17+ hour ago (633+ words) All decode benchmarks are using v LLM's Decode Bench Connector, a KVConnector that fills the KV cache while skipping the prefill, allowing us to accurately take into account the cost of attention while running pure decode workloads. Testing was performed…...
GPT-OSS 120 B Memory Requirements: 80 GB GPU, 60 GB Floor, and Local Run Routes
2+ day, 2+ hour ago (979+ words) Explain how much VRAM, unified memory, and RAM GPT-OSS 120 B needs, when 80 GB is the clean route, what the 60 GB floor means, and when to use 20 B or hosted/cloud access. Stop before buying hardware if your plan depends on…...
Wine's VKD3 D 2. 0 Brings Direct3 D 12 to Vulkan Updates
2+ day, 11+ hour ago (181+ words) VKD3 D 2. 0 open-source 3 D library updates Wine's Direct3 D to Vulkan translation layer with HLSL, DXIL, and debugging improvements. VKD3 D, Wine's library for translating Direct3 D to Vulkan, has released version 2. 0, introducing improvements to shaders, interfaces, debugging, and backend components within Wine's graphics…...
Getting Started with Torch Geo " Remote Sensing with Py Torch
2+ day, 6+ hour ago (104+ words) torchvision is great for natural images. But remote sensing data is different: Let's start with Euro SAT " 27, 000 Sentinel-2 satellite images across 10 land cover classes: Each sample is a dict with image (multi-spectral tensor) and label (integer): Remote sensing datasets return…...