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

A developer built Cipher, a multi-agent system of seven specialized AI agents that collaborate to supervise coding tasks. The agents self-organize with shared memory and structured handoffs, only interrupting the user when a decision is needed. The project is seeking technical feedback on its orchestration layer and agent handoff mechanisms.

read1 min publishedMay 30, 2026

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

So I built Cipher β€” 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 β€” 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 β†’ https://tally.so/r/rjGk9R

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