Shanghai AI Lab's Atria Dawn Preview claims benchmark wins over GPT-5.6, Claude Opus 5

MoEngage used Amazon Bedrock AgentCore Gateway to expose over 400 existing internal APIs — campaign creation, segment queries, delivery stats — as agent tools rather than building new functionality. The AWS post is co-written by MoEngage's Nikhil Kumar and Shakir Khan.

Dream's world model is trained on 100M+ square feet of U.S. building permit data and grounded in physics and construction standards. Founders Andy Elder and Arjun Mathur, Stanford roommates and Palantir veterans, aim to displace Autodesk's AutoCAD and Revit.

Cohere announced the initial close of a Series E targeting up to CAD $7 billion at a CAD $35.7 billion valuation, which it calls the largest private financing round in Canadian startup history. Schwarz Group led, with NVIDIA, Inovia Capital, Bell Ventures, Bullhound Capital, Prosperity7 Ventures and the Government of Canada participating.

A Reddit user reports writing a complete Monopoly implementation in less than 24 hours using a Claude CLI agent on Linux, with Claude handling all game-specific logic. The build used the developer's own custom Pascal toolkit.

Gemini can now generate, preview, and edit documents, PDFs, presentations, spreadsheets, Markdown, TXT, and code inside a chat, expanding to full screen for direct typing. PDF preview and editing work on web and mobile; all other formats are web-only. Available to all users in every language where the Gemini app ships.

Nemotron 3.5 Super VL is a 120B-parameter mixture-of-experts model activating 12B parameters per token, combining reasoning and tool use with text and image input. It joins Nemotron 3 Nano, Nano Omni, Super, Ultra, and Nemotron 3.5 Lightning on AWS.