FDE training outline

1. 01OverviewOrientation to the console: the module grid, the day arc and how the FDE role differs from SE, SA and DS.20mTra
2. 02BriefingThe written deep dive: four cognitive features, runtime guardrails, skill stack and a day in the life.30mTra
3. 03Deep diveFourteen modules, each with workflow, architecture, a live simulator, cross-sector use cases and ten MCQs.90mInt
4. 04Data centreThe L0 use case: telemetry spine, drift and spectral detectors, rack rollup simulator, four worked incidents.60mInt
5. 05Skill stackSixteen competencies, their prerequisite graph across L0-L9, correlation heatmap and skill-gap scenarios.45mInt
6. 06Live boardOne operator screen: Q-LOCK decision split, risk trend, audit counts and the riskiest open decisions.30mInt
7. 07DatasetCustomer-database-shaped extract — customers, accounts, devices, transactions — regenerated by seed and profile, then piped through AIQOS.45mInt
8. 08CohortRoster with skill levels, mentor-mentee pairing that prioritises stuck participants, skill-mixed breakout rooms.25mTra
9. 09DiagnosticsLinux, Git, Docker, Kubernetes, proxy and port checks, each failure paired with the workaround that recovers the lab.40mTra
10. 10OntologyMap legacy schemas such as TBL_CUST_99X_REV onto a semantic knowledge graph, then query it in Cypher.50mAdv
11. 11MemoryScratchpad, episodic and semantic tiers with eviction, plus the context rot curve that explains why tiering matters.40mAdv
12. 12ToolsTurn an OpenAPI spec into scope-gated MCP descriptors and let the agent synthesise its own calls.45mAdv
13. 13RoutingA fast classifier picks the specialist agent, with cost, latency and hallucination trade-offs priced out.30mInt
14. 14ReActThought, Action, Observation with MCP-style tool descriptors and a live context-window meter.60mInt
15. 15DAGDecompose an AML investigation into agent tasks, topologically sorted with the critical path exposed.45mAdv
16. 16RAGChunk, embed, retrieve. Compare four chunking strategies and watch the lost-in-the-middle effect appear.50mInt
17. 17Policy + AuditDeny-overrides AML/KYC guardrails evaluated against a transaction with the equivalent Rego shown, and every decision written to an append-only trail.70mAdv
18. 18ReplayStep any transaction through IntentRouter, RAG, graph/memory, policy, Q-LOCK and audit, and export the reconstruction as JSONL.40mAdv
19. 19SEOSCognitive mesh bootstrap, Neural ODE signal tuning, QFT/QSVM diagnostics and the deterministic Q-LOCK failsafe test.45mAdv
20. 20RetroCapture delivery friction as it happens and export the post-cohort report within 48 hours.25mTra

Orientation to the console: the module grid, the day arc and how the FDE role differs from SE, SA and DS.

$ python -m fde_toolkit