Robotics benchmarks feel impossible; Drift builds evals for real deployment sites

jonstephens85 · x · 2026-10-31

Drift's @nikhilkr argues that teams running serious robot deployments don't care about standard benchmarks — they want evals tailored to their robot, their use case, and their site. A robot is hardware plus software plus policy, and the whole stack must be tested end to end: a policy that tops a leaderboard can still fail in one particular room, so Drift tests it in that room and a few hundred like it.

jonstephens85 agrees, noting universal benchmarks can't cover enough domains since most robot models aren't generalized to every scenario. He likes Drift's approach: build a known benchmark first, then diversify from there.

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