Meryem Arik, co-founder of inference company Doubleword, said most companies overpay for AI inference by 2x to 5x, sometimes by an order of magnitude, because their inference stacks do not match their…
A developer's benchmark of the two cheapest CUDA GPU instances on AWS reveals that while the Arm-based g5g.xlarge is 20% cheaper per hour than the Intel-based g4dn.xlarge, the Intel instance is more c…
Decode Research has open-sourced interp-engine, a high-performance interpretability engine built from scratch to run production Neuronpedia workloads, including Jacobian Lens, NLAs, circuit tracing, a…
Tencent's WeChat Vision team released WeMM-Embedding, a family of multimodal embedding models in 2B, 4B, and 9B parameter sizes, supporting text, images, videos, visual documents, and interleaved inpu…
A developer warns that AI model security training often overlooks the risk of malicious PyTorch checkpoints, which are programs executed via pickle deserialization, citing CVE-2025-24357 and CVE-2024-…
Aniket Wathore has published Bolnee-Chat, an open-source retrieval-augmented chatbot for business websites, on GitHub. The self-hosted tool, which had 43 commits and one star as of August 30, lets ope…
SynapticChain, a pure Rust Layer-1 blockchain, claims to offer 2,048 execution lanes with deterministic sub-300ms finality and is already running across nine live production apps. The network supports…
Bolnee-Chat, a self-hosted RAG chatbot platform, is now available for free on GitHub, enabling businesses to integrate AI chatbots into their websites with no vendor lock-in or per-message billing. Th…
A developer has identified critical security blind spots in local AI workflows, including unauthenticated network exposure when tools like Ollama and vLLM bind to 0.0.0.0, clipboard API key leakage, a…
Josef Doornink, an engineer, published a guide to standing up a GPU cluster on Azure Kubernetes Service (AKS) for serving vLLM models. The walkthrough covers requesting GPU quota, creating a cluster w…
Microsoft released Agent Lightning v1.0, an MIT-licensed open-source reinforcement learning framework that trains AI agents without modifying agent code, available on GitHub. Using the framework, a Qw…
VLLM's Decode Context Parallelism (DCP) enables higher concurrency and throughput for long-context agentic workloads by splitting the KV cache across GPUs, according to a new blog post from the vLLM t…
As of late August 2026, the llama.cpp and vLLM projects are advancing rapidly, but community members report that the most recent information on tensor-parallel inference for Intel Arc GPUs remains a R…
A developer-led project has released a vendor-neutral report on the state of conversational AI in 2026, built entirely from primary data sources such as GitHub, Hugging Face, and search demand. Key fi…
Samsung unveiled LPDDR5X-PIM at Hot Chips 2026, a drop-in DRAM replacement that embeds multiply-accumulate units in each of its 16 memory banks, achieving 81.3 tokens per second on Llama 3.1 8B versus…
A new technical reference documents that AI model APIs, including Anthropic, OpenAI, and vLLM, return HTTP 200 with well-formed bodies when generation hits the max output token ceiling, making truncat…
PyTorch Conference North America 2026, held October 20–21 in San Jose, CA, will feature vLLM across multiple sessions on KV cache management, disaggregated serving, hardware portability, kernel optimi…
HP's Z8 Fury G6i workstation, equipped with dual RTX PRO 6000 Blackwell GPUs (96 GB each), 125 GB RAM, and a 48-core Intel Xeon X658X, serves Qwen3.8-Flash-Next-FP8 (125B MoE) at up to 218 tokens/s si…
Meta's Llama 3.1 405B model is no longer hosted by any public inference provider, according to a guide on a11ce.com, which provides instructions for running the model on an on-demand GPU instance for …
A developer's production guide details how to self-host vLLM on cloud GPUs to achieve sub-180ms LLM inference for autonomous AI agents, cutting costs by 45-74%. The setup leverages vLLM v0.6+, EAGLE-3…