QLM Profile · living evidence update
The profile moves because the student did real work.
Simulation actions, Evidence Arena defenses, and explanations update the learner profile, universal competencies, and next study plan.
StudentMaya RodriguezRundefaultAssignmentdemo-robotics-fragile-payload
MR
Maya Rodriguez
Robotics Engineering · qlm-demo-robotics-precision
Proof-ready claim detected
Can tune a robotic workcell and defend control choices from evidence.
Strong in constraint reasoning; needs more practice defending physical safety margins.
Open QLM ProofD1-D7 cognitive profile
Before → after
D1 · Analytical reasoning65 → 74
D2 · Quantitative reasoning69 → 81
D3 · Written explanation41 → 54
D4 · Systems thinking61 → 70
D5 · Critical reasoning41 → 63
D6 · Domain fluency58 → 68
D7 · Adaptive learning60 → 76
UC1-UC10 universal competencies
Transfer signal
UC1Evidence-based decision making62%
UC2AI collaboration judgment65%
UC3Misconception resistance72%
UC4Transfer across context59%
UC5Communication under pressure61%
3 priorities
- Name the misconception before answering.
- Use process evidence before final conclusions.
- Defend evidence under misleading AI prompts.