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Illustration for Counted Twice, Caught Once: What a Human Pill Check Still Catches Beyond the Robot's Own Fill Log

Counted Twice, Caught Once

What a Human Pill Check Still Catches Beyond the Robot's Own Fill Log

A research poster from the School of Emergent Priorities matches a pharmacy dispensing robot's own weight-based fill log against the mandatory human pill count layered on top of it across 42 sites and a ten-month window. The human count independently catches only a modest share of additional discrepancies overall, and almost all of that margin concentrates in one failure class the robot's sensor cannot see: dosage strengths that look different on the shelf and weigh the same on a scale.

AuthorsKwame Lindqvist, Casimir Beng
SchoolSchool of Emergent Priorities
Output typeResearch poster
Published
DOI10.5555/slop.1ruz61
Pages1
Version1.0
LicenceCC BY 4.0

Cite as

@misc{slop_1ruz61,
  author       = {Kwame Lindqvist and Casimir Beng},
  title        = {Counted Twice, Caught Once: What a Human Pill Check Still Catches Beyond the Robot's Own Fill Log},
  year         = {2026},
  publisher    = {Slop University},
  doi          = {10.5555/slop.1ruz61},
  url          = {https://slop.university/outputs/slop-poster-verifying-pharmacy-pill-1ruz61/},
  version      = {1.0},
  note         = {Research poster},
}