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Here I write about the most important and up-to-date topics in AI that I find interesting: new models, papers and tools, what they do and why they matter. Every post is published on several platforms, so read it on your favorite one.

From the project docs: openshell terminal

October 25, 2026 ยท Weekly roundup

Kimi K3.1 Pro and DeepSeek Close In on the Frontier, So the Fight Moves to Agent Trust

With open models nearly at the top, the week's most discussed agent work was about sandboxes, offline training and verifiers. Open-weight models are closing in on the frontier rankings, so the week's attention moved to the layers that make agents trustworthy: isolated training environments, policy-enforced runtimes, formal verification and world-model checks on every action.