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A new memory framework for AI agents aims to help them handle unpredictable, real‑world conditions, improving reliability and adaptability beyond controlled settings. The approach emphasizes agents that can adjust to changing scenarios instead of relying on brittle, preplanned behaviors.

Notion undertakes a ground‑up rebuild of its technology stack to support agentic AI at scale. The overhaul is intended to provide the performance and flexibility required for AI features that can act on users’ behalf across broader workflows.

A Samsung AI researcher introduces TRM, an open reasoning model that reportedly outperforms models 10,000× larger on specific problem types. The result highlights how targeted reasoning approaches can deliver strong task performance with a much smaller model footprint.

AI21 unveils Jamba Reasoning 3B, a compact model positioned to support a 250K context window while running on a laptop. The capability signals a shift toward long‑context reasoning on modest hardware, reducing the need for large infrastructure to handle extended inputs.

OpenAI enables chatting with apps inside ChatGPT, allowing users to interact with services directly within the conversation. The feature integrates app functionality into the chat flow to streamline tasks and reduce context switching.