Watch Desk
NOFire AI has open-sourced Brig, a microVM sandbox designed to run AI coding agents on macOS and Linux. The practical point is isolation: agents run inside a Linux kernel while users choose which projects and credentials they share, although internet access is enabled by default.
Watch Desk
AI agents used for debugging can produce convincing nonsense, and a new proposal suggests making them cross-examine one another before engineers trust the result. The idea is simple but useful: one agent gathers evidence, while a separate adversary tries to disprove its conclusions.
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
Meta’s Muse appears to run on a deliberately modest virtual machine, while its browser and model calls sit elsewhere in the company’s infrastructure. That matters because the consumer AI agent people experience is not one powerful box, but a small coordinator connected to several expensive services.
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.
Meta AI Watch
Meta is testing a Muse feature in which people in call centres make some phone calls on users’ behalf, according to 404 Media. The revelation matters because users may assume they are handing a sensitive errand to an AI system, when a person could instead be reading the…
Watch Desk
Google has begun rolling out a Model Context Protocol integration that lets third-party AI agents work with Google Home devices and event history. The practical shift is bigger than another chatbot gaining a thermostat button: compatible agents can summarise camera activity, inspect household patterns, trigger automations and build…
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…
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
Snorkel AI has raised $350m at a $3.5bn valuation, according to Reuters, putting a substantial price tag on the less glamorous work that makes AI systems useful: creating and checking the data they learn from. The company says its platform uses people and AI agents to develop and…
Watch Desk
ClickHouse has appointed former Snowflake and ServiceNow CFO Mike Scarpelli as an independent director and audit committee chair, giving the AI-focused database company a heavyweight finance and governance hand as it scales beyond $350 million in run-rate revenue.
Watch Desk
JetBrains has introduced JetBrains Air, a platform for agentic software development that brings models, coding agents, team workflows and organisational controls into one system. The important shift is not another chatbot in an IDE, but an attempt to manage AI-assisted coding across an entire development operation.
Watch Desk
UK insurer 1st Central is using cloud computing and AI to process around 600,000 motor-insurance quotes every day, with the company saying one internal assistant saves about 6,500 hours of work annually. The more interesting shift is not another office chatbot, but AI moving into pricing, claims and…
Watch Desk
Researchers have introduced RRSI, a method for automatically improving the software harness around AI agents while trying to stop those agents overfitting to the tasks used for training. The important shift is that the work targets the tools, prompts and control logic surrounding a model, not just the…