Dexterity and robustness
Can robots become simultaneously capable, safe, inexpensive, and reliable in messy human environments?
Skeptics argue touch-rich manipulation lacks both the data and the forgiving physics that made language tractable. Capable, safe, cheap, and reliable is a four-way tradeoff no one has yet closed in an open environment.
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What changed
01
The skeptics published their receipts: Brooks' eighth annual scorecard extends the prediction that deployable dexterity stays far below human hands beyond 2036, the 1X NEO launch conceded the point by shipping teleoperation, and the standards world named hands — grasp, adjustment, recovery — as the constraint humanoid programs keep routing around.
Recent thinking
Rodney Brooks · rodneybrooks.com · 1 Jan 2026 essay
Predictions Scorecard, 2026 January 01Despite billions in investment, startups say their androids mostly aren't useful for industrial or domestic work yet
Brooks' eighth annual scorecard extends his canonical dexterity skepticism into new ten-year predictions: deployable dexterity will remain far below human hands beyond 2036, and walking humanoids will stay unsafe near people.
Aaron Prather · Six Degrees of Robotics · 9 Jan 2026 essay
The Year of the HandHumanoids will not take off until we solve the hands...A humanoid that cannot grasp, adjust, feel, and recover is not a helper. It is a prop.
ASTM's robotics standards director argues manipulation — grasp, grip adjustment, error recovery on soft and irregular objects — is the binding constraint, from inside the standards and testing world.
Steve Crowe · The Robot Report · 21 Nov 2025 news
Teleop, not autonomy, is the path for 1X's Neo humanoidI've yet to see a humanoid complete a household chore from start to finish.
The reference piece in the 1X NEO teleoperation controversy: no humanoid can yet finish a real household chore autonomously, so home robots will launch as remote-worker embodiments — a concrete measure of the capability-reliability gap in messy environments.
Additional relevant discussion (1)
Foundational reading (2)
Why Today's Humanoids Won't Learn DexterityRodney Brooks · 2025Robot Dexterity Still Seems HardBrian Potter, Construction Physics · 2025