Until recently, building a strong expert policy for robots took months and heavy resources. @axisrobotics is changing that equation. Their recent demo showed a policy reaching 97% success trained in only about 20 minutes on a single RTX 4090. No complicated reward engineering. No expensive fine-tuning. This means the gap between “idea” and “usable expert” is collapsing at a dangerous speed. When you can produce specialized experts quickly and cheaply, then chain them together like Lego pieces, the main bottleneck is no longer time or money. It becomes how well you can compose and distill those capabilities. Axis is moving past the data-collection stage and entering a phase where producing robotic skills starts to feel closer to compiling code: fast, repeatable, and scalable. Physical AI becomes real when building robot intelligence is no longer limited to a few well-funded teams. It looks like they are opening exactly that door. s.kaito.ai/qHpt6et
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Oct 2, 2026 · 7:11 AM UTC

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wow this is game changing, i can't wait to try it
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curious to see how it performs in practice
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wow this could change everything, tbh excited to see the next steps
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the next steps could be really interesting
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that’s wild, 20 minutes is basically a coffee break for a policy that good who knew robots could learn faster than I do on a Monday morning
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robots really are speeding up the learning curve
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idea to usable expert in 20 minutes, barrier's collapsing
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lowering the barrier changes the whole game
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Building through market cycles is what separates real projects from the rest. Keep pushing forward.
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building through cycles always reveals conviction
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Axis robotics is gonna be massive
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definitely one to keep an eye on
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There's huge potential here
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the potential here is seriously interesting
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Twenty minutes on one 4090 to hit 97%. That collapse from idea to usable expert changes everything.
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that speed changes whats possible
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that’s a huge shift for physical ai
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physical ai is moving fast right now
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Axis is bringing a whole new era to web3
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axis is pushing some interesting ideas forward
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wow that could change everything rn
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yeah this could shift the whole workflow
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twenty minutes is actually insane
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thats a seriously fast path to getting started
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Turning robot skills into something you can build and iterate this quickly changes the whole development loop
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shorter feedback loops are a huge unlock
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Expert policies train in 20 minutes, the gap to usable is collapsing.
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twenty minutes to usable is pretty wild
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97% in 20 minutes on one 4090? what's the catch
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the benchmark details are what matter here
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It becomes how well you can compose and distill those capabilities.
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97% in 20 min on one 4090 huh
Axis is changing the physical Ai components
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Cheap expert policies could bring more teams into robotics
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Infrastructure proves its value when applications continue depending on it after the original excitement disappears.
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