Course Outline

LangGraph Fundamentals for Legal

  • Refresher on LangGraph architecture and stateful execution
  • Key legal use cases: contract analysis, regulatory compliance, e-discovery
  • Constraints and requirements for regulated legal environments

Legal Data Standards and Ontologies

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

Workflow Design for Legal Processes

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

Compliance, Governance, and Risk Controls

  • Policy enforcement and record-keeping requirements
  • Access control, encryption, and secure logging
  • Model risk management and change control

Human-in-the-Loop and Explainability

  • Designing effective review and override points
  • Explainability patterns for legal decisions
  • 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

  • An understanding of Python and LLM application development
  • Experience with APIs, containers, or cloud services
  • Basic familiarity with legal domain concepts and document types

Audience

  • Domain technologists
  • Solution architects
  • Consultants building LLM agents in regulated industries
 35 Hours

Delivery Options

Private Group Training

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  • Pre-course call with your trainer
  • Customisation of the learning experience to achieve your goals -
    • Bespoke outlines
    • Practical hands-on exercises containing data / scenarios recognisable to the learners
  • Training scheduled on a date of your choice
  • Delivered online, onsite/classroom or hybrid by experts sharing real world experience

Private Group Prices RRP from €11400 online delivery, based on a group of 2 delegates, €3600 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.

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