GOSIM Paris 2025, held at Station F on May 5-6, showcased open-source AI developments including LLMs advancing in mathematical reasoning, a call for transparency over speed, and the introduction of Ta…
ZeroGate, an open-source event-driven cross-cloud GPU orchestration fabric, eliminates idle hardware costs in multi-tenant inference pipelines by scaling dedicated infrastructure pools to zero when de…
NVIDIA's June 2026 DGX Spark update introduces automated four-node clustering via Cluster Assistant, enabling local inference of models up to 700B parameters. The update also delivers a 2.6x throughpu…
A new guide walks users through deploying an OpenClaw AI agent on a virtual private server, balancing cost, availability, and privacy. The tutorial covers server configuration, system requirements, an…
A developer reduced LLM extraction latency from 42 seconds to 6 seconds by replacing verbatim text copying with pointer-based extraction and splitting a single large call into multiple parallel calls.…
Hugging Face launched a one-command method to run a vLLM server on its Jobs infrastructure, enabling users to quickly deploy models for testing, evaluation, or batch generation. The feature uses the o…
The launch of Z.ai's GLM 5.2 and DeepSeek V4 Flash has created a 50x price gap between open-weight APIs and closed frontier models, reshaping the build-versus-buy calculus for developers. While open-w…
Flama 2.0 introduces a CLI tool that allows users to download, package, and serve large language models from HuggingFace with a single command, including a built-in chat interface and production-ready…
ParseHawk, a new local-first document AI tool, launched on Hacker News, enabling users to extract structured JSON from PDFs, scans, and images entirely on their own hardware without sending data to th…
A single H200 GPU with 141GB HBM3e cannot comfortably run DeepSeek V4 Flash (284B total, 13B active parameters) due to VRAM constraints, even with 2TB system RAM for offloading. The model requires an …
Ora Computing launched an automated LLM compression engine that reduces model size by up to 70% with minimal accuracy loss, enabling deployment on edge devices, on-prem servers, or cloud infrastructur…
A developer built Modelplane, an open-source inference control plane using Crossplane, to manage GPU fleets across clouds, neoclouds, and on-premise environments. The platform allows platform teams to…
A developer achieved 3x better batch throughput with Qwen3.5 by fixing vLLM on AMD's Strix Halo using the Lemonade Server, enabling more efficient AI inference on AMD hardware.…
UC San Diego researchers developed DFlash, a speculative decoding method that uses a lightweight block diffusion model to draft entire token blocks in parallel, achieving up to 6.08x speedup on Qwen3-…
A developer built an 11-chapter interactive guide explaining how LLM inference works, centered around nano-vLLM, a 1,200-line Python reimplementation of the vLLM serving engine. The guide covers algor…
A developer built a production-ready LangGraph ReAct agent that exposes an OpenAI-compatible API, supports multi-model switching via a gateway, and includes one-line tracing with Langfuse. The deploym…
IBM Research, Red Hat, and NxtGen Cloud Technologies demonstrated that using llm-d to serve AI models on mixed GPU hardware can boost inference speeds by 3 to 5 times and double throughput, enabling e…
Developers can deploy Llama 3.1 8B behind vLLM's OpenAI-compatible API on a rented GPU instance, achieving thousands of output tokens per second through continuous batching. The tutorial covers instal…
SkyPilot launched SkyPilot Endpoints, a production-ready LLM inference system that deploys and manages inference across multiple Kubernetes clusters from a single YAML specification. The system handle…
VLLM, a large-model inference serving framework, uses Python for control flow but pushes arithmetic into compiled C++ and CUDA kernels to avoid interpreter overhead. The Python/C++ boundary crossing i…