Scenario
Resolve the role, scenario, difficulty, context, skill atoms, approved tools, and tenant visibility.
// one scenario-rubric-grading-proof engine across every role surface
$ run --simulation="universal"
AIducation demos, assessments, daily missions, workflow labs, capstones, Studio previews, team competitions, and manager reports now map to one simulation engine contract. Support remains the first wedge, but every role uses the same core loop.
Engine coverage
10
Surfaces
6
Shared stages
15
Role academies
15
Demo scenarios
[+] 8 surfaces are ready for universal AI grading.
// Engine_loop
The product can add new verticals without cloning demo logic, rubric logic, or manager proof logic for each department.
Rubric
Attach a scenario rubric or versioned rubric contract before any score becomes evidence.
Grading
Run the universal grading contract with validation, cost controls, injection checks, and output validation.
Proof
Promote results into portfolios, manager reports, credentials, exports, and readiness dashboards.
// Simulation_surfaces
These are the product surfaces that should reuse the same role, scenario, rubric, grading, feedback, and proof contracts.
role demo
Public role demo simulation
Lets prospects and learners select a role scenario, submit a response, and receive role-specific universal grading.
[reuse] Every role demo uses the same scenario picker, response capture, universal grading endpoint, and normalized result shape.
Entry points
- [path] /demo
- [path] /demo/try
- [path] /demo/[id]
- [path] /api/demo/scenarios
Evidence outputs
- [+] Demo score
- [+] dimension feedback
- [+] manager summary
- [+] conversion signal
baseline assessment
Baseline readiness assessment
Measures starting readiness before training and routes learners into a personalized role path.
[reuse] Baseline uses the same scenario and rubric inputs as demos, then stores the score as readiness evidence instead of only feedback.
Entry points
- [path] /readiness-assessment
- [path] /api/readiness/assessment-options
- [path] /api/readiness/score-model
Evidence outputs
- [+] baseline readiness score
- [+] skill gap
- [+] recommended learning path
- [+] manager starting point
exit assessment
Exit readiness assessment
Checks final readiness, blocking safety criteria, credential eligibility, remediation, and export evidence.
[reuse] Exit assessment reuses universal grading but adds blocking pass criteria before credential evidence is issued.
Entry points
- [path] /exit-assessments
- [path] /api/exit-assessments
- [path] /api/grading/practice
- [path] /api/grading/universal
Evidence outputs
- [+] exit score
- [+] credential handoff
- [+] remediation plan
- [+] LMS or HRIS evidence
daily mission
Daily AI practice mission
Turns role practice into short repeatable drills with XP, streaks, and readiness evidence.
[reuse] Daily missions can point at the same role scenario contract and promote repeated attempts into skill movement.
Entry points
- [path] /daily-missions
- [path] /api/daily-missions
- [path] /mobile-learning
Evidence outputs
- [+] mission completion
- [+] XP
- [+] streak
- [+] weekly skill report signal
practice sandbox
AI coworker practice sandbox
Gives learners a sandbox for prompt labs, workflow labs, verification drills, and multi-turn practice.
[reuse] Sandbox work uses the same attempt-result-proof path when promoted out of low-stakes practice.
Entry points
- [path] /practice-sandbox
- [path] /api/practice-sandbox
- [path] /api/grading/practice
- [path] /api/grading/universal
Evidence outputs
- [+] sandbox attempt
- [+] verification checklist
- [+] workflow artifact
- [+] manager evidence
workflow lab
Workflow-building lab
Lets learners build reusable AI workflows with prompts, outputs, verification steps, and manager review.
[reuse] Workflow labs attach the same grading and evidence model to real take-back-to-work artifacts.
Entry points
- [path] /workflow-templates
- [path] /workflow-portfolio
- [path] /api/workflow-templates
- [path] /api/workflow-portfolio
Evidence outputs
- [+] workflow artifact
- [+] verification proof
- [+] portfolio entry
- [+] approved workflow candidate
capstone
Capstone simulation challenge
Packages realistic role cases into portfolio-level proof for credentials and manager signoff.
[reuse] Capstones reuse the same scenario and rubric loop but require stronger evidence before credential handoff.
Entry points
- [path] /capstone-challenges
- [path] /api/capstone-challenges
- [path] /api/proof-artifacts
Evidence outputs
- [+] capstone proof
- [+] credential evidence
- [+] manager review
- [+] export record
team competition
Team competition simulation
Uses repeated missions and simulations to compare readiness lift, XP, artifacts, safety, and credential progress.
[reuse] Competitions roll up the same attempt and result primitives instead of maintaining a separate scoring model.
Entry points
- [path] /team-competitions
- [path] /api/team-competitions
- [path] /manager-coaching-reports
Evidence outputs
- [+] scoreboard
- [+] team readiness lift
- [+] manager evidence
- [+] coaching queue
studio preview
Studio generated scenario preview
Lets admins preview generated scenarios, rubrics, courses, and policy training before publishing.
[reuse] Studio previews must pass the same scenario, rubric, privacy, and visibility contracts before learner use.
Entry points
- [path] /studio
- [path] /studio/builders
- [path] /api/studio/source-training
- [path] /content-review-workflow
Evidence outputs
- [+] draft scenario
- [+] review gates
- [+] publish decision
- [+] audit evidence
manager review
Manager evidence review
Turns simulation results into coaching actions, team reports, exportable evidence, and rollout decisions.
[reuse] Manager review reads from the shared result and proof artifact model instead of separate survey-style reporting.
Entry points
- [path] /manager-coaching-reports
- [path] /org-readiness-dashboard
- [path] /evidence-export-center
Evidence outputs
- [+] manager report
- [+] team risk signal
- [+] readiness decision
- [+] export packet