Summary
A systematic approach to architecting multi-agent systems with clear delegation patterns, coordination protocols, and escalation hierarchies for complex business processes.
Use case
Organizations struggling with manual workflow bottlenecks need structured frameworks to transition from human-dependent processes to agentic orchestration while maintaining quality and oversight.
Implementation steps
Process mapping and decomposition
Document existing workflows, identify decision points, and decompose complex tasks into discrete, delegatable units suitable for agent execution.
Agent capability definition
Define specialized agent roles, their decision-making boundaries, required inputs/outputs, and confidence thresholds for autonomous action.
Coordination protocol design
Establish communication patterns, handoff procedures, conflict resolution mechanisms, and synchronization points between agents.
Escalation hierarchy implementation
Create clear escalation paths for edge cases, ambiguous scenarios, and situations requiring human judgment or approval.
Monitoring and optimization
Deploy observability systems, track agent performance metrics, and continuously refine delegation boundaries based on outcomes.
Framework diagram

Effective agentic systems require clear boundaries, robust coordination, and human oversight at critical decision points.
— Mitchell Johnstone