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 Duration 35 hours

Course Outline

LangGraph Fundamentals for Legal

  • A refresher on LangGraph architecture and stateful execution.
  • Key legal use cases: contract analysis, regulatory compliance, and e-discovery.
  • Constraints and requirements specific to regulated legal environments.

Legal Data Standards and Ontologies

  • An introduction to legal ontologies and metadata (e.g., common taxonomies).
  • Mapping legal documents and clauses into graph state.
  • Managing data quality, PII handling, and provenance.

Workflow Design for Legal Processes

  • Designing workflows for contract lifecycles and reviews.
  • Managing decision branching, approvals, and escalation paths.
  • Strategies for persisting legal evidence and maintaining audit trails.

Compliance, Governance, and Risk Controls

  • Enforcing policies and meeting record-keeping requirements.
  • Implementing access control, encryption, and secure logging.
  • Model risk management and change control procedures.

Human-in-the-Loop and Explainability

  • Designing effective review points and override mechanisms.
  • Apply explainability patterns for legal decision-making.
  • Generating audit-friendly explanations and summaries.

Integration and Deployment

  • Connecting LangGraph to DMS, EDR, and core legal systems.
  • Containerization, secrets management, and environment hardening.
  • CI/CD for graph deployments and staged rollouts.

Monitoring, Testing, and Safety

  • Observability: logs, metrics, traces, and SLOs.
  • Test harnesses, scenario testing, and red teaming for legal prompts.
  • Drift detection, dataset curation, and continuous improvement.

Summary and Next Steps

Requirements

  • A solid understanding of Python and LLM application development.
  • Practical experience with APIs, containers, or cloud services.
  • Foundational knowledge of legal domain concepts and document types.

Audience

  • Domain technologists.
  • Solution architects.
  • Consultants developing LLM agents within regulated industries.

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 8000 € + VAT*

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