The AI Development Workflow: A Complete System for Working with AI Agents

A continuous cycle of ideation, planning, execution, and refinement — all driven by issues, feedback loops, and a persistent memory layer. The Big Picture Working with AI isn't about asking a chatbot to write code. It's about orchestrating a self-improving system where AI agents brainstorm, plan, build, review, audit, and monitor — connected by issues as the connective tissue. Here's the full cycle: ┌──────────────────────────────┐ │ 📡 MONITOR │ │ Production Signals │ └──────┬───────────────┬───────┘ insights ↓ ↑ ship ┌──────────────────┐ ┌───────────────────┐ │ 💡 BRAINSTORM │ │ ✅ REVIEW │ │ Ideate & Design │ ◄──┤ Quality Gates + │ └────────┬─────────┘ │ Code Review │ feasibility ↕ └────────┬──────────┘ ┌────────────────────┐ ↑ fix loop │ 📋 PLAN │ ┌────────────────────┐ │ Issues & DAG │ │ ⚡ EXECUTE │ └────────┬───────────┘ │ Parallel Agents │ ↓ └────────┬───────────┘ ┌────────────────────┐ ↑ │ ⚖️ TRIAGE │─────────────┘ │ Prioritize │ └────────────────────┘ ↑ new issues ┌───────────────