How to build AI agents from scratch (9 steps): 1. Purpose & scope 2. I/O schemas 3. System instructions 4. Reasoning + tools 5. Multi-agent orchestration 6. Memory & context 7. Multimodal 8. Structured outputs 9. UI / API Ship agents that do work, not just talk. 🤖⚡️ Where are you on this roadmap? Credit: @getintoai #AIAgents #AgenticAI #GenAI #LLM

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