Adaptive Curriculum Studio
Design, build, adapt, and measure source-backed training without confusing drafts with learner records.
Training manager intent
Capture goals, audience, constraints, and success metrics.
AI research queue
Discovery and citation work stay behind server gates.
Source provenance
High-quality curriculum content requires reviewed sources.
NIST framework
Source review required
SANS material
Citation gate
OWASP foundation
Retention gate
CISA guidance
Audit gate
Skill graph
Target map with learning paths and prerequisites.
Curriculum build overview
Learner adaptation
Personalization requires real learner telemetry.
Generated lesson assets
Draft artifacts require source and reviewer acceptance.
Interactive lesson
12-screen plan
Video explainer
Remotion review
Scenario simulation
Branching draft
Job aid
2-page plan
Quick reference
1-page plan
Infographic
Review asset
Assessment engine
Quality assurance before learner assignment.
Learning path preview
Path evolves only after runtime evidence exists.
Adaptive engine
Learning science is visible in the operating model.
The public site names the target mechanisms and their current status. Server-dependent adaptation remains gated until the runtime services and privacy controls exist.
Adult-learning model
Program structure favors relevance, autonomy, immediate practice, and reflection. Lessons start from workplace decisions rather than abstract content.
Cognitive-load control
Target runtime measures complexity, media density, and assessment load so lessons stay short, sequenced, and usable under operational pressure.
Learner profile
Role, experience, accessibility needs, confidence, and completion evidence must be tenant-scoped server records before adaptation affects assignments.
BKT, IRT, and PFA
Bayesian knowledge tracing, item response theory, and performance factors analysis belong in the learner-model service with testable event contracts.
ZPD and remediation
The target engine routes learners to material inside the next useful difficulty band and records why remediation was recommended.
Spaced repetition
Review intervals depend on durable mastery evidence, decay estimates, and policy constraints, not static calendar reminders.
Authenticated operator runtime
Persisted LMS records stay behind Zitadel and the API boundary.
Runtime access gate
Checking browser OIDC session before any LMS API request.
API origin
not configured
Session subject
not loaded
Recognized roles
none recognized
Storage rule
Access tokens stay in OIDC session storage; raw source text is not written to browser localStorage.
API-supported workflows
Programs, sources, citations, curriculum graphs, assessments, and protected content reads
These controls call implemented LMS API routes only. Generated scoring, learner assignment, adaptive routing, LRS, publication, and deployment remain gated.
Programs
0No persisted records loaded.
Sources
0No persisted records loaded.
Citations
0No persisted records loaded.
Graphs
0No persisted records loaded.
Blueprints
0No persisted records loaded.
Items
0No persisted records loaded.
Elements
0No persisted records loaded.
Curriculum studio
Build the program from manager intent.
Draft completeness
82%
Source intake
Text is held in this browser draft only. Server-side source scanning and retention policy are not active here.
Add at least 80 more characters before this can become a local draft source.
Generated review assets
Draft training elements
Interactive lesson
Guided practice sequence with cognitive-load controls and short checkpoints.
Scenario simulation
Branching decision path tied to escalation, feedback, and remediation.
Assessment blueprint
Q-matrix-aligned item plan requiring quality review and LRS contracts.
Job aid
Operational field reference for spaced review and manager reinforcement.
Remotion manifest
4 scenes
The manifest can drive a review render. It is not a final video, caption file, learner assignment, or compliance record.
Manifest stays local until copied or rendered through the review lane.
Production system
Draft, produce, review, launch, and measure without confusing the states.
The workflow treats curriculum, assessments, video, cmi5/xAPI, and compliance evidence as distinct artifacts with explicit gates.
Intent
Training manager intent
Capture audience, roles, outcomes, constraints, compliance context, risk domain, tone, and production window.
Research
Source and research queue
Accept manager-provided sources locally. Deep web research remains a server-side adapter gate requiring citations and audit logs.
Model
Curriculum map
Connect outcomes to skills, Q-matrix structure, practice assets, assessment plan, and evidence records.
Produce
Lesson and video assets
Draft lesson structures, job aids, scenario plans, assessment blueprints, and Remotion render manifests for review.
Launch
cmi5 and xAPI contracts
Learner launch, LRS statements, and completion evidence require backend contracts before assignment.
Assure
Compliance evidence
Retention, approvals, policy acknowledgements, assessment quality, and export controls must be verified before compliance claims.
Operating views
Each role sees a different accountability surface.
A usable LMS is not one dashboard. It is a controlled set of learner, manager, admin, reviewer, and deploy surfaces that do not share authority by accident.
Learner
Accessible lesson path, practice, captions, transcript, confidence check, assessment, remediation, and completion receipt.
Manager
Intent capture, audience assignment, review queue, source basis, curriculum quality state, and release approval.
Administrator
Tenant controls, identity mapping, retention policy, LRS contract status, reports, and audit export gates.
Reviewer
Source basis, assessment blueprint, generated asset review, release decision, and rejection notes before learner assignment.
Deployment and ServerOps
Pinned artifact, host route, TLS certificate, rollback, health receipt, and drift status before production claims.
Evidence gates
The system does not graduate by narrative.
Every major claim has a corresponding proof surface. Anything missing stays visibly gated.
Next gate
Review the training system before runtime work begins.
This site can carry the product surface, curriculum studio, and review-render lane. Backend LMS services, deployment, and learner records require the governed implementation plan.