How would you design a multi-agent LLM system where several agents collaborate to complete complex enterprise workflows?

Problem Statement - Single-agent systems struggled with multi-step tasks.

Solution Overview

Designed a 4-agent pipeline:

1. Planner Agent

2. Research Agent

3. Execution Agent

4. Verification Agent
   Steps

• Implemented shared memory using a vector DB.

• Added tool-use capabilities (APIs → CRM, Jira, Confluence).

• Defined agent roles clearly to avoid cross-over confusion.

• Used chain-of-thought redaction to maintain safety.

Results

• 70% faster cross-department workflows

• Error rate reduced due to verification agent

• Better consistency across tasks