QuantumLearning Machines

◆ PRODUCTS

QLM StudentSTEM simulations, Socratic tutoring, and learning evidence for K-12 learners.QLM WorldsStudent and parent-facing interactive Worlds learners can try by grade.QLM LabPathAI-guided curriculum paths where every important concept becomes a World lab.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.

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Building the open measurement layer for education AI.

BizCase

band 6-8 · mission — · seed —the ledger \u00b7 the rules

Missions

Invariant witness

forward ledger—

sunk columnno column

counts movewhen rules move

A choice is a forward ledger: the real price includes the best thing given up, money already gone appears in no column, and the counts move when the rules move.

PredictTestExplainReviseDefendTransfer0/6 evidence steps

0 events · chain 00000000

The choices bench

Every decision prints a forward ledger. The money already gone sits struck through above both columns. An archive of paired teams shows counts moving when rules move. Commit a prediction before every run.