QuantumLearning Machines

◆ PRODUCTS

QLM StudentSTEM simulations, Socratic tutoring, and learning evidence for K-12 learners.QLM Evidence ResidencyCareer-connected work simulations for new grads and career centers.QLM EnterpriseStudio, TeacherOS, dashboards, governance, and evidence infrastructure.

◆ POPULAR USE CASES

AI-proof assignmentsConvert traditional assignments into process-based simulations.STEM simulations for schoolsHands-on science and engineering with evidence.Hiring evidenceRun cohorts through realistic work simulations before final interviews.

◆ BY ROLE

For Students Practice STEM, get Socratic help, and build evidence of learning.For Teachers Save time, assign simulations, see misconceptions, and intervene faster.For Schools & Districts Deploy simulation-based STEM learning, TeacherOS, and evidence dashboards.For Higher Education Convert AI-vulnerable assignments into process-based assessments.

◆ WORKFORCE

For Career Centers Help students and alumni build job-ready evidence through residencies.For Employers Reduce screening hours with cohort-based work simulations and readiness packets.For L&D / CLOs Move training from completion to demonstrated capability.

Research Overview Our approach to learning science, assessment, and AI.Open-Source Tutor Model cards, benchmarks, and transparency.Assessment in the AI Era Why final-output assessment is breaking.Simulation-Based Learning How prediction, action, explanation, and transfer create evidence.Responsible AI Privacy, guardrails, Socratic tutoring, and human-in-the-loop design.

COLLABORATIVE

Team Simulation

Split-role collaborative play. Each player controls a different aspect of the simulation. D6 Collaboration scoring tracks coordination efficiency.

OR JOIN

ROLES

PARAMETERS

Control the simulation variables and initial conditions

PREDICTIONS

Analyze data and predict outcomes before actions are taken

ACTIONS

Execute the plan based on parameters and predictions

EVALUATOR

Assess results and provide feedback on team coordination