HULOTECH × INSITU — EDUCATION R&D VISION ALL IN 2026 · MONTRÉAL AI can improve the output. The output becomes weaker evidence of the human. Most systems score the answer. We are exploring how to build evidence that a capability can be remobilized when the situation changes. THE AI ERA ONE GOOD OUTPUT human effort and AI assistance, indistinguishable in the output alone ≠ THE HULOTECH DIRECTION STUDENT-BASED TRAINING What should the learner do next? BASIC BEHAVIOR DEMONSTRATED CAPABILITY EVIDENCE What do we actually know about what the learner can do? WORKING DEMONSTRATOR COGNITIVE PASSPORT What evidence has accumulated over time? EXISTING FOUNDATION · NOT CONNECTED NEXT BEST LEARNING EXPERIENCE What experience should come next? RESEARCH DIRECTION situated attempt known · uncertain a gap worth working a different situation THE LEARNER a real objective SIM-01 · diagnostic PAS-09 · targeted practice SIM-05 · retest OF25 DEMONSTRATOR · PROTOTYPED WORKFLOW gap held-out context transfer not yet demonstrated EVIDENCE OF WHAT THE HUMAN CAN REMOBILIZE WORKING DEMONSTRATOR BASIC BEHAVIOR DEMONSTRATED EXISTING FOUNDATION · NOT CONNECTED RESEARCH DIRECTION OF25 Capability Evidence Core: diagnostic, gap, targeted practice, assistance conditions, retest, calibrated evidence states — heuristic signals and human adjudication, no AI in today’s evaluator. Transfer observed, AI-first assessment, capability across contexts: explored, not claimed.