From the archive
AI models are the systems behind chatbots, coding assistants and tools that work with text, images, audio and video. Follow new language model releases, open-weight models, local AI and benchmark results. Our coverage looks at capabilities, context limits, access, pricing and evaluation methods so you can compare the evidence behind a launch, not just the claims in its announcement.
Lead story
Shopify says it has built a continual-learning system that turns production failures into daily model updates, using PyTorch and vLLM to improve performance while sharply reducing serving costs. The company’s case study claims the approach cut those costs by 96% and produced quality it says exceeded frontier models.…
Read the report & discussion ↗vLLM Watch
vLLM has released version 0.30.0, a major update to the open-source engine used to serve large AI models. The release adds new model support, GPU memory and caching improvements, watermarking controls, speculative decoding and a long list of serving optimisations. The important point is not one shiny benchmark,…
Watch Desk
The UK AI Security Institute is working with the EvalEval Coalition to publish AI evaluation results in a common, inspectable format. The important shift is practical: benchmark scores can now come with the setup details needed to reproduce and interpret them, rather than arriving as mysterious numbers in…
AWS AI Watch
AWS has launched CloudWatch Omni, a new observability service for applications and AI agents that brings tracing, evaluation and investigation into one shared workspace. The important bit is not another dashboard. Omni is designed to show developers and operators what an agent actually did, where it went wrong…
Watch Desk
Unreal Labs has launched Unreal Agent, a coding-agent harness that manages tool calls asynchronously. The practical promise is straightforward: developers can steer an agent while tools are still running, rather than watching the workflow pause after every command like a computer with stage fright.
Watch Desk
Durabook has announced the Z14I-DX3, a rugged Windows laptop with three built-in 14-inch touchscreens and optional NVIDIA graphics for AI work at the edge. It is less “laptop in a rucksack” and more “portable operations room with a keyboard”.
TSMC Watch
Apple’s A20 Pro is the first Apple application processor made with TSMC’s N2 process, according to TechInsights. Its early analysis suggests the move to 2nm is being spent on more graphics and on-device AI capability rather than simply making the chip smaller.
Fei-Fei Li Watch
Fei-Fei Li says World Labs’ Atlas is designed to understand and generate three-dimensional environments, pointing AI beyond language models and towards robotics, design and science. The practical significance is clear: machines that can reason about space could be more useful in the physical world, not merely more eloquent…
AWS AI Watch
AWS has made OpenAI’s GPT-6 Sol and GPT-6 Luna generally available through Amazon Bedrock, giving organisations cheaper model options for coding, document work and high-volume automation. The practical shift is not just another pair of model names: teams can now match heavier reasoning to difficult jobs and lighter,…
NVIDIA Watch
Apple has shown four Mac Studios working together to run a trillion-parameter model locally, putting a fresh question to Nvidia’s AI infrastructure dominance: how much inference and enterprise work might move from the cloud to desks and private servers? The immediate answer is that Nvidia’s core business still…
AWS AI Watch
Trane Technologies says it has cut a building-maintenance diagnostic workflow from about 20 minutes to 20 seconds using an AI agent built on Amazon Bedrock AgentCore. The practical point is not another chatbot with a cheerful name. Technicians can ask questions in natural language and draw on live…
AWS AI Watch
AWS has published an architecture for helping Salesforce Agentforce search body-camera footage, surveillance video, photographs, audio and scanned documents through AI. The practical point is not another chatbot perched on top of a filing cabinet: the design turns messy evidence into structured results that an agent can retrieve…
AWS AI Watch
Tata Elxsi says its IRIS platform uses edge computing and computer vision to spot industrial safety risks in seconds, rather than leaving operators to discover them minutes later. The important change is practical: cameras become an active warning system, while most raw video stays on site.
Watch Desk
Solo.io has introduced agentgateway, an open-source project that brings AI traffic and ordinary API traffic under one gateway. It supports protocols including HTTP, gRPC, MCP and A2A, giving teams a shared control point for the services and agents now queuing up to talk to one another.
DeepSeek Watch
DeepSeek-V4.1-Flash is a 552-billion-parameter mixture-of-experts model built for long-context, tool-using agents, with a one-million-token context window and design choices aimed at reducing memory pressure. The important point is not that the model is small. It is that DeepSeek is trying to make a very large model more practical…
Watch Desk
IBM Research Zurich’s open-source Docling project is building a practical bridge between unruly documents and AI systems. It parses PDFs, Office files, audio and images into a unified representation, with layout analysis, OCR and visual-language-model support built in. The useful part is not that another tool has discovered…
Watch Desk
Jared Palmer has released Kev, a family of small AI decision models that return answers such as yes/no probabilities, multiple-choice decisions and ratings instead of conversational prose. The practical point is compellingly unglamorous: developers can run these models locally for fast, repeated decisions without sending every request to…
