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.

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