Thanks @KhalaResearch for featuring us in their latest report.
It covers where robotics stands today and where the hard problems are, before taking a close look at Axis: strategic positioning, product matrix, academic achievements, commercial deployments and more.
A solid, comprehensive lookback at how far Axis has come. Read the report: khala.io/age-of-machines-lea…
Robotics is still waiting for its "ChatGPT" moment
Language models had the internet to learn from, while robots need diverse physical demonstrations that are expensive to collect
Bessemer estimated just 300,000 hours of robot manipulation data globally in April, while others believe robotics could require 100M+ training hours
Bessemer projects $3B+ in robot-data spending over two years
Open networks are using crypto incentives to coordinate contributors across simulation, teleoperation and human video collection
Axis reports 7M+ trajectories from 220K+ contributors, with its data lifting task success from 83.9% to 88.8% on the LIBERO-Plus simulation benchmark
Our latest report explores the data opportunity through Axis, BitRobot, Eastworlds & THOR
Full report in the next post below
Oct 18, 2026 · 10:36 AM UTC
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