# How I'm Building a Multi-Agent Crew for AI Coding Supervision (Cipher Update)

> Source: <https://dev.to/amaar_ali/how-im-building-a-multi-agent-crew-for-ai-coding-supervision-cipher-update-14fi>
> Published: 2026-05-30 16:23:43+00:00

After months of experimentation, I realized one generalist AI isn't enough.

So I built **Cipher** — a crew of 7 specialized agents, each with their own personality, expertise, and communication style.

You give a high-level goal (voice or text).

The crew self-organizes — Atlas creates the plan, Forge writes code, SAGE runs tests, Cipher checks security, etc.

They use a **shared memory system** + structured handoffs.

They only interrupt you when they need a decision, with clear context + options.

Full audit trail and rollback capability.

**Current Status:**

I'm actively looking for technical feedback on the orchestration layer and agent handoff mechanisms.

Would love to hear from other builders working on multi-agent systems.

Join the waitlist → [https://tally.so/r/rjGk9R](https://tally.so/r/rjGk9R)