{"slug": "how-i-m-building-a-multi-agent-crew-for-ai-coding-supervision-cipher-update", "title": "How I'm Building a Multi-Agent Crew for AI Coding Supervision (Cipher Update)", "summary": "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.", "body_md": "After months of experimentation, I realized one generalist AI isn't enough.\n\nSo I built **Cipher** — a crew of 7 specialized agents, each with their own personality, expertise, and communication style.\n\nYou give a high-level goal (voice or text).\n\nThe crew self-organizes — Atlas creates the plan, Forge writes code, SAGE runs tests, Cipher checks security, etc.\n\nThey use a **shared memory system** + structured handoffs.\n\nThey only interrupt you when they need a decision, with clear context + options.\n\nFull audit trail and rollback capability.\n\n**Current Status:**\n\nI'm actively looking for technical feedback on the orchestration layer and agent handoff mechanisms.\n\nWould love to hear from other builders working on multi-agent systems.\n\nJoin the waitlist → [https://tally.so/r/rjGk9R](https://tally.so/r/rjGk9R)", "url": "https://wpnews.pro/news/how-i-m-building-a-multi-agent-crew-for-ai-coding-supervision-cipher-update", "canonical_source": "https://dev.to/amaar_ali/how-im-building-a-multi-agent-crew-for-ai-coding-supervision-cipher-update-14fi", "published_at": "2026-05-30 16:23:43+00:00", "updated_at": "2026-05-30 16:42:20.564450+00:00", "lang": "en", "topics": ["ai-agents", "ai-tools", "ai-products", "ai-startups", "ai-research"], "entities": ["Cipher", "Atlas", "Forge", "SAGE"], "alternates": {"html": "https://wpnews.pro/news/how-i-m-building-a-multi-agent-crew-for-ai-coding-supervision-cipher-update", "markdown": "https://wpnews.pro/news/how-i-m-building-a-multi-agent-crew-for-ai-coding-supervision-cipher-update.md", "text": "https://wpnews.pro/news/how-i-m-building-a-multi-agent-crew-for-ai-coding-supervision-cipher-update.txt", "jsonld": "https://wpnews.pro/news/how-i-m-building-a-multi-agent-crew-for-ai-coding-supervision-cipher-update.jsonld"}}