LangGraph Applications in Finance Training Course

LangGraph Fundamentals for Finance

• Refresher on LangGraph architecture and stateful execution.
• Finance use cases: research copilots, trade support, customer service agents.
• Regulatory constraints and auditability considerations.

Financial Data Standards and Ontologies

• ISO 20022, FpML, and FIX basics.
• Mapping schemas and ontologies into graph state.
• Data quality, lineage, and PII handling.

Workflow Orchestration for Financial Processes

• KYC and AML onboarding workflows.
• Trade lifecycle, exceptions, and case management.
• Credit adjudication and decisioning paths.

Compliance, Risk, and Controls

• Policy enforcement and model risk management.
• Guardrails, approvals, and human-in-the-loop steps.
• Audit trails, retention, and explainability.

Integration and Deployment

• Connecting to core systems, data lakes, and APIs.
• Containerization, secrets, and environment management.
• CI/CD pipelines, staged rollouts, and canaries.

Observability and Performance

• Structured logs, metrics, traces, and cost monitoring.
• Load testing, SLOs, and error budgets.
• Incident response, rollback, and resilience patterns.

Quality, Evaluation, and Safety

• Unit, scenario, and automated eval harnesses.
• Red teaming, adversarial prompts, and safety checks.
• Dataset curation, drift monitoring, and continuous improvement.

Summary and Next Steps