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PhAIL – Real-robot benchmark for AI models. The gap to humans is 20x

PhAIL – Real-robot benchmark for AI models. The gap to humans is 20x

by vertix·Mar 31, 2026·21 points·8 comments

AI Analysis

●●●●GemZero to OneBig BrainNiche Gem

Real-robot production benchmarks proving AI is still 20x slower than humans.

Strengths
  • Real hardware metrics (UPH, MTBF) instead of simulation scores.
  • Compares against human teleoperation baselines directly.
  • Transparent data on failure rates and task completion.
Weaknesses
  • Limited task diversity (currently just one commercial task shown).
  • High barrier to entry for contributors needing physical robots.
Category
Target Audience

Robotics engineers, AI researchers, Automation investors

Similar To

Papers With Code · HELM · Robotics Challenge Leaderboards

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