Abstract Proposal: Digital forensics, incident response, and eDiscovery teams need reliable agentic AI beyond hype and demos. This session covers real systems engineering approaches for production pipelines. Attendees will learn: Designing multi-agent orchestration for evidence processing, compliance, and risk assessment with validation and human-in-the-loop controls. Patterns for determinism, auditability, and evidentiary integrity in AI workflows. Practical deployment strategies on client infrastructure with observability and recovery mechanisms. Real examples from eDiscovery and DFIR pipelines provide adaptable technical blueprints.