BLUEPRINTMulti-Agent Orchestration

Multi-Agent Code Assistant

Autonomous coding system with specialized agents

Expert4-6 weeks

Multi-Cloud

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The Problem

Single-prompt code generation struggles with complex, multi-file changes that require planning, implementation, testing, and review - capabilities that exceed what one LLM call can handle.

The Solution

Deploy a coordinated multi-agent system with an orchestrator that delegates to specialized agents (Planner, Coder, Reviewer, Tester) for comprehensive development workflow automation.

Overview

A multi-agent system for autonomous code development featuring specialized agents for planning, coding, reviewing, and testing that coordinate to complete complex development tasks.

Architecture

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Components

Orchestrator Agent

ai-service

Coordinates workflow and manages handoffs between agents

Planner Agent

ai-service

Analyzes requirements and creates implementation plans

Coder Agent

ai-service

Implements code based on plans

Reviewer Agent

ai-service

Reviews code for quality, security, and best practices

Tester Agent

ai-service

Generates and runs tests

Implementation Steps

Agent Design

2 weeks

Design and implement individual agents

Tasks

Define agent prompts and personalities
Implement orchestrator state machine
Build tool integrations (file system, git)

Deliverables

Agent specificationsOrchestrator implementation

Use Cases

Autonomous feature developmentCode refactoring at scaleBug fixing with testing

Technologies

LangGraphClaude Agent SDKPython

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