Different orchestration frameworks like LangChain and LlamaIndex can help us abstract many of the details of prompt chaining, interfacing with external APIs and extracting knowledge from different sources. The most famous are the Semantic Kernel by Microsoft, FlowwiseAI, Auto-GPT, AgentGPT and BabyAGI. Similar solutions include JinaChat or the Italian Cheshire Cat AI.