Course Catalog & Syllabus
Repo-Grounded Curriculum for Builders & Leaders
No slideware. Every M.D.Ai Academy course is delivered through live architectural sessions, production GitHub repositories, and interactive labs on Scede.ai.
Track 1 · 6 Weeks
Executive AI Strategy & Governance
Target Fellows: CEOs, CTOs, CDOs, VPs of Engineering, Board Advisors
Module 1: Sovereign vs. Frontier Model Economics & Capital Allocation
Module 2: NIST AI Risk Management Framework (RMF) & EU AI Act Compliance
Module 3: NIST SP 800-207 Zero-Trust AI Data Pipelines & DLP Guardrails
Module 4: Organizational Redesign — Building Agentic Squads & AI CoEs
Module 5: Measuring Production ROI, Latency, and Token Unit Economics
Module 6: Capstone — Board-Ready 12-Month Enterprise AI Transformation Charter
Track 2 · 8 Weeks
Production RAG & Knowledge Graphs
Target Fellows: AI Engineers, Data Architects, Full-Stack Developers
Module 1: Chunking Strategies, Semantic Parsing & Multimodal Document Ingestion
Module 2: Dense Vector Search with PostgreSQL pgvector & Hybrid BM25 (OpenSearch)
Module 3: Knowledge Graph Construction & GraphRAG Entity-Relation Traversal
Module 4: Cross-Encoder Reranking, Contextual Compression & Citation Grounding
Module 5: Automated RAG Evaluation (Faithfulness, Answer Relevance, Context Recall)
Module 6: Capstone — Multi-Tenant Zero-Hallucination Enterprise Knowledge Engine
Track 3 · 8 Weeks
Autonomous Agentic Workflows & MCP Architecture
Target Fellows: Systems Engineers, Principal Developers, AI Product Builders
Module 1: Deterministic vs. Agentic Control Flows & State Machine Design
Module 2: Model Context Protocol (MCP) — Designing Tool, Resource & Prompt Servers
Module 3: Multi-Agent Orchestration, Subagent Delegation & Memory Persistence
Module 4: Human-in-the-Loop Approval Queues, SLA Escalation & Safety Stops
Module 5: Edge Deployment on Cloudflare Workers, Pages Functions & FastAPI
Module 6: Capstone — Production Autonomous Agent Suite with Full Telemetry
Track 4 · 6 Weeks
Healthcare, Legal & Regulated Industry AI
Target Fellows: Healthcare CIOs, Clinical Informatics Leaders, LegalTech & FinTech Architects
Module 1: HIPAA, SOC 2 Type II, GDPR & Attorney-Client Privilege Architecture
Module 2: Automated PII/PHI Redaction & De-Identification Gateways
Module 3: Clinical Trial, Genomics & Biomedical Knowledge Retrieval
Module 4: Legal Contract Review, Redline Synthesis & Immutable Audit Trails
Module 5: Adversarial Red-Teaming, Prompt Injection Defense & Output Verification
Module 6: Capstone — Audited Regulated-Domain AI Assistant Deployment