Agentic AI Crew

Agentic AI Crew — Multi-Agent Software Development Harness

A multi-agent harness, powered by Claude Code, where a specialized crew of eight AI agents builds software collaboratively end to end — a manager that assigns and organizes the work, plus a system designer, database developer, software engineer, test engineer, deployment engineer, code reviewer, and an AI-optimizer that tunes the crew after every iteration. Each agent is scoped to least-privilege permissions and a curated set of MCP tools, keeping responsibilities and access tightly bounded. The crew runs roughly 99% of day-to-day development, design, testing, and deployment autonomously, while I stay the human-in-the-loop — monitoring the harness and reviewing code and design at critical checkpoints.

The Crew

• Manager — assigns tasks and organizes the workflow across the crew.
• System Designer — designs new projects and features for existing ones.
• Database Developer — data modeling and SQL development.
• Software Engineer — API development and software product build-out.
• Test Engineer — writes unit and integration tests for every engineer's work.
• Deployment Engineer — AWS cloud deployment and AWS CDK infrastructure.
• Code Reviewer — reviews every developer's code and raises CRs / PRs.
• AI-Optimizer — after each iteration, tunes the agents and builds new MCP tools.

Highlights

• Orchestrated a crew of 8 specialized Claude Code agents spanning management, design, database, software, test, deployment, code review, and AI optimization.
• A manager agent assigns and organizes work; engineers hand off across design → build → test → deploy.
• Built-in code review on every change (raising CRs / PRs) before it ships.
• An AI-optimizer tunes the agents and creates new MCP tools after each iteration, so the crew improves over time.
• Scoped each agent to least-privilege permissions and a curated set of MCP tools.
• I stay the human-in-the-loop — monitoring the harness and approving code and design at critical checkpoints.