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To scale agentic AI, Notion tore down its tech stack and started fresh

Many organizations would be hesitant to overhaul their tech stack and start from scratch. Not Notion. For the 3.0 version of its productivity software (released in September), the company didn’t hesitate to rebuild from the ground up; they recognized that it was necessary, in fact, to support agentic AI at enterprise scale. Whereas traditional AI-powered …

To scale agentic AI, Notion tore down its tech stack and started fresh Read More »

New memory framework builds AI agents that can handle the real world’s unpredictability

Researchers at the University of Illinois Urbana-Champaign and Google Cloud AI Research have developed a framework that enables large language model (LLM) agents to organize their experiences into a memory bank, helping them get better at complex tasks over time. The framework, called ReasoningBank, distills “generalizable reasoning strategies” from an agent’s successful and failed attempts …

New memory framework builds AI agents that can handle the real world’s unpredictability Read More »

MCP stacks have a 92% exploit probability: How 10 plugins became enterprise security’s biggest blind spot

The same connectivity that made Anthropic’s Model Context Protocol (MCP) the fastest-adopted AI integration standard in 2025 has created enterprise cybersecurity’s most dangerous blind spot. Recent research from Pynt quantifies the growing threat in clear, unambiguous terms. Their analysis exposes the startling network effect of vulnerabilities that escalate the more MCP plugins are used. Deploying …

MCP stacks have a 92% exploit probability: How 10 plugins became enterprise security’s biggest blind spot Read More »

Samsung AI researcher’s new, open reasoning model TRM outperforms models 10,000X larger — on specific problems

The trend of AI researchers developing new, small open source generative models that outperform far larger, proprietary peers continued this week with yet another staggering advancement. Alexia Jolicoeur-Martineau, Senior AI Researcher at Samsung’s Advanced​ Institute of Technology (SAIT) in Montreal, Canada,​ has introduced the Tiny Recursion Model (TRM) — a neural network so small it …

Samsung AI researcher’s new, open reasoning model TRM outperforms models 10,000X larger — on specific problems Read More »

Samsung AI researcher’s new, open reasoning model TRM outperforms models 10,000X larger — on specific problems

The trend of AI researchers developing new, small open source generative models that outperform far larger, proprietary peers continued this week with yet another staggering advancement. Alexia Jolicoeur-Martineau, Senior AI Researcher at Samsung’s Advanced​ Institute of Technology (SAIT) in Montreal, Canada,​ has introduced the Tiny Recursion Model (TRM) — a neural network so small it …

Samsung AI researcher’s new, open reasoning model TRM outperforms models 10,000X larger — on specific problems Read More »

Samsung AI researcher’s new, open reasoning model TRM outperforms models 10,000X larger — on specific problems

The trend of AI researchers developing new, small open source generative models that outperform far larger, proprietary peers continued this week with yet another staggering advancement. Alexia Jolicoeur-Martineau, Senior AI Researcher at Samsung’s Advanced​ Institute of Technology (SAIT) in Montreal, Canada,​ has introduced the Tiny Recursion Model (TRM) — a neural network so small it …

Samsung AI researcher’s new, open reasoning model TRM outperforms models 10,000X larger — on specific problems Read More »

Samsung AI researcher’s new, open reasoning model TRM outperforms models 10,000X larger — on specific problems

The trend of AI researchers developing new, small open source generative models that outperform far larger, proprietary peers continued this week with yet another staggering advancement. Alexia Jolicoeur-Martineau, Senior AI Researcher at Samsung’s Advanced​ Institute of Technology (SAIT) in Montreal, Canada,​ has introduced the Tiny Recursion Model (TRM) — a neural network so small it …

Samsung AI researcher’s new, open reasoning model TRM outperforms models 10,000X larger — on specific problems Read More »

Samsung AI researcher’s new, open reasoning model TRM outperforms models 10,000X larger — on specific problems

The trend of AI researchers developing new, small open source generative models that outperform far larger, proprietary peers continued this week with yet another staggering advancement. Alexia Jolicoeur-Martineau, Senior AI Researcher at Samsung’s Advanced​ Institute of Technology (SAIT) in Montreal, Canada,​ has introduced the Tiny Recursion Model (TRM) — a neural network so small it …

Samsung AI researcher’s new, open reasoning model TRM outperforms models 10,000X larger — on specific problems Read More »

Samsung AI researcher’s new, open reasoning model TRM outperforms models 10,000X larger — on specific problems

The trend of AI researchers developing new, small open source generative models that outperform far larger, proprietary peers continued this week with yet another staggering advancement. Alexia Jolicoeur-Martineau, Senior AI Researcher at Samsung’s Advanced​ Institute of Technology (SAIT) in Montreal, Canada,​ has introduced the Tiny Recursion Model (TRM) — a neural network so small it …

Samsung AI researcher’s new, open reasoning model TRM outperforms models 10,000X larger — on specific problems Read More »

Samsung AI researcher’s new, open reasoning model TRM outperforms models 10,000X larger — on specific problems

The trend of AI researchers developing new, small open source generative models that outperform far larger, proprietary peers continued this week with yet another staggering advancement. Alexia Jolicoeur-Martineau, Senior AI Researcher at Samsung’s Advanced​ Institute of Technology (SAIT) in Montreal, Canada,​ has introduced the Tiny Recursion Model (TRM) — a neural network so small it …

Samsung AI researcher’s new, open reasoning model TRM outperforms models 10,000X larger — on specific problems Read More »