Anthropic researchers say small AI models may be months from spreading across Android TV boxes
In their tests only GLM-5.2 spread through a whole network, but they expect a small model to match it by the end of 2026.
In their tests only GLM-5.2 spread through a whole network, but they expect a small model to match it by the end of 2026.
The company names Zhipu and Moonshot, and says honest developers are paying part of the cost.
A team of seven built the replacement in five months, and every one of them now rates Claude as the better coder.
The chatbot platform stays up during the sale, but it'll be wound down if no buyer wants to run it.
Photo: WATCHOUTRKO, CC BY-SA 4.0
In one training run, penalizing the model's thoughts tripled the shortcuts it took without saying so.

Photo: Rahat ( Talk * Contributions ), CC BY-SA 4.0The open-source scanner's bug reports go out with no human reading them first, and Anthropic expects most to be right.
October 8, 2026
Ask ChatGPT for a bill splitter and it builds one in the chat, though free users wait a day.
October 7, 2026
Photo: HoweyYuan, CC BY-SA 4.0Only one of the nine developers, Zhipu, has published a safety result every year since 2022.
October 9, 2026Pick one, change the bits that are yours, paste it into ChatGPT or Claude.
Seven dinners that share ingredients, so nothing rots in the drawer.
CookingYou watched it two years ago. Get the plot back in five minutes, no spoilers past where you stopped.
Stories & mangaThe message to send today, and what to do when they ignore it.
Writing & memosWorks backwards from the date, and tells you what to drop when you fall behind.
LearningTell it what they're really like. Get ideas that aren't a gift guide for their demographic.
PlanningPaste the ad and your background. Get a short letter that points at real things you've done.
Work
Musing
Musing
Musing
Musing
Guide
Guide