Claim
Can tune a robotic workcell and defend control choices from evidence.
QLM Proof · private preview
Evidence becomes a portable capability claim.
This proof is generated from the simulation trace, Evidence Arena defense, and TeacherOS-reviewed misconception signals.
Capability proof
Robotics Workcell: capability evidence
Evidence Sources
Simulation trace, prediction log, observation notebook, Evidence Arena defense, explanation revision, TeacherOS evidence packet.
Verifier View
Shows claim, scope, evidence hash, limitations, and validity window. It does not reveal the learner’s full raw profile.
Run IDdefault
Classroomqlm-demo-robotics-precision
Assignmentdemo-robotics-fragile-payload
Evidence hashqlm-proof-default
94%
Authenticity
89%
Reasoning stability
91%
AI-resistance
82%
Transfer readiness
Limitations
This proof supports the selected Robotics Engineering simulation claim. It does not certify every adjacent skill, safety protocol, or unsampled domain context.