Get in Touch

Course Outline

LangGraph Fundamentals for Legal

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

Legal Data Standards and Ontologies

  • Introduction to legal ontologies and metadata, including common taxonomies.
  • Techniques for mapping legal documents and clauses into graph states.
  • Data quality assurance, PII handling, and provenance tracking.

Workflow Design for Legal Processes

  • Designing contract lifecycle and review workflows.
  • Managing decision branching, approvals, and escalation paths.
  • Persistence strategies for legal evidence and audit trails.

Compliance, Governance, and Risk Controls

  • Policy enforcement and record-keeping mandates.
  • Access control, encryption protocols, and secure logging practices.
  • Model risk management and change control procedures.

Human-in-the-Loop and Explainability

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

Integration and Deployment

  • Connecting LangGraph with DMS, EDR, and core legal systems.
  • Containerization, secrets management, and environment hardening.
  • CI/CD pipelines 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 strategies.

Summary and Next Steps

Requirements

  • Proficiency in Python and LLM application development.
  • Practical experience with APIs, containers, or cloud services.
  • Fundamental understanding of legal domain concepts and document types.

Audience

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

Number of participants


Price per participant

Upcoming Courses

Related Categories