in LLM Powered Autonomous Agents? \n', '3. Can you provide examples of Task Decomposition in LLM Powered Autonomous Agents? \n', '4. How does Task Decomposition improve the performance of LLM Powered Autonomous Agents? \n'])}    INFO:langchain.retrievers.web_research:Questions for Google Search: ['1. How does Task Decomposition work in LLM Powered Autonomous Agents? \n', '2. What are the benefits of using Task Decomposition in LLM Powered Autonomous Agents? \n', '3. Can you provide examples of Task Decomposition in LLM Powered Autonomous Agents? \n', '4. How does Task Decomposition improve the performance of LLM Powered Autonomous Agents? \n']    INFO:langchain.retrievers.web_research:Searching for relevant urls ...    INFO:langchain.retrievers.web_research:Searching for relevant urls ...    INFO:langchain.retrievers.web_research:Search results: [{'title': "LLM Powered Autonomous Agents | Lil'Log", 'link': 'https://lilianweng.github.io/posts/2023-06-23-agent/', 'snippet': 'Jun 23, 2023 ... Task decomposition can be done (1) by LLM with simple prompting like "Steps for XYZ.\\n1." , "What are the subgoals for achieving XYZ?'}]    INFO:langchain.retrievers.web_research:Searching for relevant urls ...    INFO:langchain.retrievers.web_research:Search results: [{'title': "LLM Powered Autonomous Agents | Lil'Log", 'link': 'https://lilianweng.github.io/posts/2023-06-23-agent/', 'snippet': 'Jun 23, 2023 ... Task decomposition can be done (1) by LLM with simple prompting like "Steps for XYZ.\\n1." , "What are the subgoals for achieving XYZ?" , (2)\xa0...'}]    INFO:langchain.retrievers.web_research:Searching for relevant urls ...    INFO:langchain.retrievers.web_research:Search results: [{'title': "LLM Powered Autonomous Agents | Lil'Log", 'link': 'https://lilianweng.github.io/posts/2023-06-23-agent/', 'snippet': 'Jun 23, 2023 ... A complicated task usually involves many steps. An agent needs to know what they are and plan ahead. Task Decomposition#. Chain of thought
Given a query, this retriever will:
Given a query, this retriever will: ->: in LLM Powered Autonomous Agents? \n', '3. Can you provide examples of Task Decomposition in LLM Powered Autonomous Agents? \n', '4. How does Task Decomposition improve the performance of LLM Powered Autonomous Agents? \n'])}    INFO:langchain.retrievers.web_research:Questions for Google Search: ['1. How does Task Decomposition work in LLM Powered Autonomous Agents? \n', '2. What are the benefits of using Task Decomposition in LLM Powered Autonomous Agents? \n', '3. Can you provide examples of Task Decomposition in LLM Powered Autonomous Agents? \n', '4. How does Task Decomposition improve the performance of LLM Powered Autonomous Agents? \n']    INFO:langchain.retrievers.web_research:Searching for relevant urls ...    INFO:langchain.retrievers.web_research:Searching for relevant urls ...    INFO:langchain.retrievers.web_research:Search results: [{'title': "LLM Powered Autonomous Agents | Lil'Log", 'link': 'https://lilianweng.github.io/posts/2023-06-23-agent/', 'snippet': 'Jun 23, 2023 ... Task decomposition can be done (1) by LLM with simple prompting like "Steps for XYZ.\\n1." , "What are the subgoals for achieving XYZ?'}]    INFO:langchain.retrievers.web_research:Searching for relevant urls ...    INFO:langchain.retrievers.web_research:Search results: [{'title': "LLM Powered Autonomous Agents | Lil'Log", 'link': 'https://lilianweng.github.io/posts/2023-06-23-agent/', 'snippet': 'Jun 23, 2023 ... Task decomposition can be done (1) by LLM with simple prompting like "Steps for XYZ.\\n1." , "What are the subgoals for achieving XYZ?" , (2)\xa0...'}]    INFO:langchain.retrievers.web_research:Searching for relevant urls ...    INFO:langchain.retrievers.web_research:Search results: [{'title': "LLM Powered Autonomous Agents | Lil'Log", 'link': 'https://lilianweng.github.io/posts/2023-06-23-agent/', 'snippet': 'Jun 23, 2023 ... A complicated task usually involves many steps. An agent needs to know what they are and plan ahead. Task Decomposition#. Chain of thought