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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
Our identity is rooted in delivering exactly what our clients need.
- 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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Public Training
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