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To build AI agents from scratch start with open-source frameworks like LangChain or Haystack for orchestration and pair them with vector databases for memory. Add APIs for task execution and fine tune models for domain specific workflows. CONTUS Tech emphasizes aligning this with best practices in How to Build AI Software, ensuring modularity, scalability and continuous evaluation.