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Wikimedia Foundation asks court to separate AI training from text output
The Wikimedia Foundation filed an amicus brief in the NYT cases against OpenAI and Microsoft: training models on protected texts is fair use, verbatim output is not.
How to Cut the Review of Hundreds of Tasks from a Week to Two Days with AI: A Guide to the Rosgosstrakh Case
A step-by-step guide to automating task prioritization with AI without a budget or programming skills. Based on Anastasia's case at RGS, published on October 30, 2026.
TokenEconomizer: a Microsoft plugin for reducing token costs in coding agents
Microsoft Research and UC Berkeley released the open-source TokenEconomizer plugin, which learns from past sessions and reduces the cost of running coding agents by 18.4–30.9% on SWE-Bench without changing the agent's code.
How to Set Up an AI Agent for Small Business: A Step-by-Step Guide
On October 30, 2026, an article was published about five ways small businesses use AI agents. We break down how to build a simple agent to automate routine tasks: from setting a goal to launching and common mistakes.
Doximity Launches DoseCheck — AI Dosage Verification Based on Rules, Not a Second Model
Doximity added a dosage verification layer to Doximity Ask based on the FDA database and clinical guidelines. In tests on nine models, at least 2.3% of dosage statements were incorrect, and 43.8% of the errors found were serious or potentially fatal.
Tiny Harbor: Qwen 3.8 Flash Next Built a 3D Island in three.js in One Pass
On October 30, 2026, r/LocalLLaMA posted a run of a local build of Qwen 3.8 Flash Next in NVFP4: the model generated a website with a 3D village on an island and a video render. We break down what was actually done, why terrain from a single height function is a smart move, and why a single run cannot be called a benchmark.
