Play 65 — AI Training Curriculum
Adaptive AI-powered learning platform — skill gap analysis against role-skill matrices, dependency-ordered learning paths (topological sort), content matched to learning style (visual/reading/hands-on), LLM-generated assessments with difficulty calibration, progress tracking in Cosmos DB, and completion optimization with gamification and microlearning.
Architecture
| Component | Azure Service | Purpose |
|---|---|---|
| Content Generation | Azure OpenAI (GPT-4o) | Module content, assessments |
| Path Algorithm | NetworkX (local) | Skill dependency graph, topological sort |
| Learner State | Azure Cosmos DB | Profiles, progress, scores |
| Learner Portal | Azure Static Web Apps | Dashboard, module viewer |
| Curriculum API | Azure Container Apps | Path generation, assessments, progress |
| Secrets | Azure Key Vault | API keys |
How It Differs from Related Plays
| Aspect | Play 74 (AI Tutoring) | Play 65 (Training Curriculum) |
|---|---|---|
| Scope | Individual tutoring sessions | Full learning path across skills |
| Duration | Single session | Weeks/months to role readiness |
| Assessment | In-session quizzes | Formal pre/post skill assessments |
| Structure | Free-form Q&A | Dependency-ordered modules |
| Tracking | Session memory | Persistent learner profile + progress |
| Goal | Understand one topic | Achieve role competency (ML Engineer, etc.) |
Key Metrics
| Metric | Target | Description |
|---|---|---|
| Completion Rate | > 70% | Learners who finish their path |
| Skill Gain | > 30% | Pre-test → post-test improvement |
| Dependency Order | 100% | Prerequisites always before advanced |
| Assessment Validity | > 90% | Questions test intended skill |
| Learner Satisfaction | > 4.0/5.0 | Post-path survey |
| Cost per Learner | < $1.00 | Path + assessments + tracking |
Cost Estimate
| Service | Dev | Prod | Enterprise |
|---|---|---|---|
| Azure OpenAI | $25 | $150 | $600 |
| Cosmos DB | $3 | $40 | $130 |
| Static Web Apps | $0 | $9 | $9 |
| Container Apps | $10 | $60 | $180 |
| Blob Storage | $3 | $20 | $60 |
| Key Vault | $1 | $3 | $5 |
| Application Insights | $0 | $15 | $60 |
| Content Safety | $0 | $8 | $25 |
| Total | $42/mo | $305/mo | $1,069/mo |
Estimates based on Azure retail pricing. Actual costs vary by region, usage, and enterprise agreements.
WAF Alignment
| Pillar | Implementation |
|---|---|
| Reliability | Dependency graph ensures ordered learning, skip-if-passed pre-test |
| Responsible AI | SME review for generated content, assessment calibration |
| Cost Optimization | gpt-4o-mini for paths, cached assessments, pre-built content |
| Operational Excellence | Progress tracking, completion analytics, content refresh schedule |
| Performance Efficiency | Microlearning (15 min sessions), parallel content delivery |
| Security | Learner PII in Cosmos DB, Key Vault for secrets |
FAI Manifest
| Field | Value |
|---|---|
| Play | 65-ai-training-curriculum |
| Version | 1.0.0 |
| Knowledge | F1-GenAI-Foundations, T2-Responsible-AI, O2-Agent-Coding, R1-Prompt-Patterns |
| WAF Pillars | responsible-ai, reliability, cost-optimization, operational-excellence |
| Groundedness | ≥ 85% |
| Safety | 0 violations max |
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