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Course Outline

LangGraph Fundamentals for Finance

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

Financial Data Standards and Ontologies

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

Workflow Orchestration for Financial Processes

  • Know Your Customer (KYC) and Anti-Money Laundering (AML) onboarding workflows.
  • Trade lifecycle management, exception handling, and case management.
  • Credit adjudication and decisioning pathways.

Compliance, Risk, and Controls

  • Policy enforcement and model risk management.
  • Implementing guardrails, approvals, and human-in-the-loop steps.
  • Managing audit trails, data retention, and explainability.

Integration and Deployment

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

Observability and Performance

  • Monitoring structured logs, metrics, traces, and costs.
  • Load testing, Service Level Objectives (SLOs), and error budgets.
  • Incident response, rollback strategies, and resilience patterns.

Quality, Evaluation, and Safety

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

Summary and Next Steps

Requirements

  • Understanding of Python and LLM application development.
  • Experience with APIs, containers, or cloud services.
  • Basic familiarity with financial domains or data models.

Audience

  • Domain technologists.
  • Solution architects.
  • Consultants developing LLM agents for regulated industries.
 35 Hours

Custom Corporate Training

Training solutions designed exclusively for businesses.

  • Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
  • Flexible Schedule: Dates and times adapted to your team's agenda.
  • Format: Online (live), In-company (at your offices), or Hybrid.
Investment

Price per private group, online live training, starting from 6500 € + VAT*

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