Multi-Agent Operations Platform
Multi-agent system where specialized agents handle different operational requests through routing, shared state and tool execution.
01. Overview
Multi-agent system where specialized agents handle different operational requests through routing, shared state and tool execution.
02. Interface / Screenshots
No dedicated project screenshot is currently in the repository; this preview uses the shared visual placeholder.
03. Architecture
Interactive Architecture Walkthrough — a visualization of the implemented architecture/workflow.
Interactive Architecture Walkthrough
A routed workflow where specialist agents share state and use controlled tools to complete operational requests. [Visualization of the implemented agent architecture.]
04. Problem
Customer operations often need different specialist agents for support, ordering, and reporting, but shared context is easy to lose.
05. Solution
Built a routed agent platform with shared state, structured tool calls, and PostgreSQL persistence so requests stay traceable across agent hops.
Backend focus
- -FastAPI service layer for routing and tool execution
- -PostgreSQL persistence for traceability and audit logs
AI focus
- -LangGraph routing and orchestration
- -LangChain-based tool execution
- -Traceable multi-agent state management
06. Key Features
- >Next.js interface for customer requests
- >Support, order, and analytics agent routing
- >Shared state across agent turns
- >Structured tool calls
- >Retries and audit logs
- >Context preservation across agents
07. Engineering Challenges
Used shared state and audit logs to keep request history consistent.
Added retries and structured tool calls around each agent step.
08. Outcome
Created a structured agent architecture where different workflows can be handled by specialized agents while remaining part of one coordinated system.