2025-10-08
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 to solve problems. The agent then uses this memory during inference to avoid repeating past mistakes and make better decisions as it faces new problems. The researchers show that when combined with Discover Copy
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2025-08-07
Framework Desktop (2025) Review: Powerful, but perhaps not for everyone
The most obvious question is “Why?” <br /> Framework builds modular, repairable laptops that anyone can take apart and put back together again. It’s a big deal in an era where laptops are [...]
2025-06-18
Framework Laptop 12 review: Doing the right thing comes at a cost
Earlier this year, Framework announced it was making a smaller, 12-inch laptop and a beefy desktop to go alongside its 13- and 16-inch notebooks. A few months later, and the former has arrived, puttin [...]
2025-05-06
Framework Laptop 13 (2025) with AMD Ryzen AI 300 review: The usual iterative upgrade
You might know the story by now: Framework makes repairable, modular laptops where you can sub in new components for old or broken ones. It’s been two years since the company debuted an AMD mainboar [...]
2025-10-01
Microsoft retires AutoGen and debuts Agent Framework to unify and govern enterprise AI agents
Microsoft’s multi-agent framework, AutoGen, acts as the backbone for many enterprise projects, particularly with the release of AutoGen v0.4 in January. However, the company aims to harmonize all o [...]
2025-02-25
Framework updates its 13-inch laptop with AMD’s Ryzen 300 AI series chips
It’s a little weird to talk about Framework “launching” a new laptop given it just makes the same machine over and over again. That, of course, is the point, since it’s building a fleet of mod [...]
2025-04-02
You can pre-order Framework's entry-level 2-in-1 touchscreen laptop on April 9
The entry-level laptop from modular computing company Framework, which we first saw in February, is almost ready to roll. Founder and CEO Nirav Patel said on Wednesday that you can reserve the Framewo [...]