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Robotics & Physical AI5 min read

NASA tests generative AI for spacecraft autonomy on Mars rover and ISS

NASA's Jet Propulsion Laboratory used Anthropic's Claude models in December to help plan two Mars drives for the Perseverance rover, with human planners reviewing routes before upload. In May, NASA and IBM deployed a compressed AI model on the International Space Station and a satellite to identify floods and clouds from orbit, the first such demonstration in space. In July, astronauts tested a…

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Key points

  • NASA JPL used Anthropic Claude to plan Perseverance rover drives in December with human oversight
  • NASA and IBM demonstrated first compressed AI model for Earth observation on ISS and satellite in May
  • Icarus Robotics trains free-flying ISS robots using zero-G data because Earth physics models fail in orbit

Former NASA autonomy chief Robert Ambrose notes engineers have historically avoided non-deterministic systems because outcomes vary based on decision paths. He says testing complexity was managed by automating the testing itself. For distant missions like a potential Europa plume dive, real autonomy becomes essential due to communication delays. Commercial startup Icarus Robotics is developing free-flying robots for the ISS, starting with teleoperation to gather microgravity training data since Earth-trained models fail in zero-G. University of Texas professor Ufuk Topcu argues risk management, not elimination, should guide deployment as commercial space accelerates innovation cycles.

Full story from IEEE Spectrum AI · by Jackie SnowOpen source ↗

Generative AI Gives Spacecraft the Autonomy Engineers Once Feared

IEEE Spectrum AI · 28 September 2026

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This text was published by IEEE Spectrum AI and written by Jackie Snow. It is reproduced here with attribution so you can read it in full; the rights remain with the publisher. Read it at the source ↗

Topics · follow one to build your own front page
NASAAnthropicIBMIcarus RoboticsJet Propulsion LaboratoryClaudeRobert AmbroseJamie PalmerEthan BarajasUfuk Topcu

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