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Artificial Intelligence

Import AI covered minds, robotics and TPUs in space

The newsletter reviewed Michael Levin's paper on Platonic mind patterns, a robotics post on post-training, Google's Project Suncatcher update, and Zhipu AI's account of using GLM-5.3 to speed its own infrastructure work.

Import AI

Levin argued that minds could be treated as patterns that entered the physical world through bodies and brains. The newsletter said the paper drew on synthetic morphology, diverse intelligence, xenobots and anthrobots, but did not present decisive experiments.

Dong and Finn argued that robotics had reached a stage similar to language modelling before post-training practices settled. They said the field needed a stable fine-tuning method, shared success criteria, repeatable resets and a way to turn feedback into learning, and they described EXPO(-FT) as an early example.

Google said Project Suncatcher was moving towards space tests with Planet and SpaceX. It said Trillium TPUs survived radiation above the level expected in a five-year space mission, while cooling in vacuum remained the main engineering issue.

Zhipu AI said it used an Infra Agent based on GLM-5.3 to help launch GLM-5.3 Flash. The company said engineers, the agent and the test environment formed a loop, and that throughput rose to three times the starting level in under two weeks.

Named in this story

People

Michael Levin
wrote the paper on Platonic patterns and mind
Perry Dong
co-authored the robotics post
Chelsea Finn
co-authored the robotics post and co-founded Physical Intelligence

Companies

Physical Intelligence
robot company co-founded by Chelsea Finn
Google
said it was preparing Project Suncatcher
Planet
Google's partner for the space test
SpaceX
provided the rideshare mission
Zhipu AI
described using its models to speed infrastructure work

Products and systems

xenobots
biorobots used as an example of adjacent patterns
anthrobots
human-cell biorobots used as another example
EXPO(-FT)
robot fine-tuning algorithm the authors described
Project Suncatcher
Google's initiative to put computers in space
Trillium TPUs
Google chips that were tested for radiation
GLM-5.3
model that powered the Infra Agent
GLM-5.3 Flash
faster model whose launch the company described
Infra Agent
agent that handled analysis, hypotheses and code changes

How the source tells it

The piece used a chatty, highly excited newsletter register, with exclamatory section headings, praise-heavy adjectives and speculative riffs on the source material.

  • hype exclamatory section headings and praise-heavy adjectives
  • speculation modal phrasing and open questions presented as persuasive possibilities
  • urgency imperative asides and time-pressure language about AI, robots and space
  • boosterism company claims were repeated in upbeat, promotional framing