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Define data structure clearly
Specify JSON format, CSV columns, or data schemas
Mention specific libraries
PyTorch, TensorFlow, Scikit-learn for targeted solutions
Clarify theory vs. production
Specify if you need concepts or deployment-ready code
Build autonomous agents with AutoGPT. Architecture: 1. Goal-oriented task decomposition. 2. Self-critique and iteration. 3. Memory management (short/long-term). 4. Tool usage (web search, file ops). 5. Code execution capability. 6. Human-in-loop checkpoints. 7. Budget constraints for API calls. 8. Plugin system for extensions. Agents plan and execute multi-step tasks independently.