about ruff (a python linter). Input should be a fully formed question.",    ),]# Construct the agent. We will use the default agent type here.# See documentation for a full list of options.agent = initialize_agent(    tools, llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True)agent.run(    "What did biden say about ketanji brown jackson in the state of the union address?")            > Entering new AgentExecutor chain...     I need to find out what Biden said about Ketanji Brown Jackson in the State of the Union address.    Action: State of Union QA System    Action Input: What did Biden say about Ketanji Brown Jackson in the State of the Union address?    Observation:  Biden said that Jackson is one of the nation's top legal minds and that she will continue Justice Breyer's legacy of excellence.    Thought: I now know the final answer    Final Answer: Biden said that Jackson is one of the nation's top legal minds and that she will continue Justice Breyer's legacy of excellence.        > Finished chain.    "Biden said that Jackson is one of the nation's top legal minds and that she will continue Justice Breyer's legacy of excellence."agent.run("Why use ruff over flake8?")            > Entering new AgentExecutor chain...     I need to find out the advantages of using ruff over flake8    Action: Ruff QA System    Action Input: What are the advantages of using ruff over flake8?    Observation:  Ruff can be used as a drop-in replacement for Flake8 when used (1) without or with a small number of plugins, (2) alongside Black, and (3) on Python 3 code. It also re-implements some of the most popular Flake8 plugins and related code quality tools natively, including isort, yesqa, eradicate, and most of the rules implemented in pyupgrade. Ruff also supports automatically fixing its own lint violations, which Flake8 does not.    Thought: I now know the final answer    Final Answer: Ruff can be used as a drop-in replacement for Flake8 when used (1) without or with a
This notebook covers how to combine agents and vector stores. The use case for this is that you've ingested your data into a vector store and want to interact with it in an agentic manner.
This notebook covers how to combine agents and vector stores. The use case for this is that you've ingested your data into a vector store and want to interact with it in an agentic manner. ->: about ruff (a python linter). Input should be a fully formed question.",    ),]# Construct the agent. We will use the default agent type here.# See documentation for a full list of options.agent = initialize_agent(    tools, llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True)agent.run(    "What did biden say about ketanji brown jackson in the state of the union address?")            > Entering new AgentExecutor chain...     I need to find out what Biden said about Ketanji Brown Jackson in the State of the Union address.    Action: State of Union QA System    Action Input: What did Biden say about Ketanji Brown Jackson in the State of the Union address?    Observation:  Biden said that Jackson is one of the nation's top legal minds and that she will continue Justice Breyer's legacy of excellence.    Thought: I now know the final answer    Final Answer: Biden said that Jackson is one of the nation's top legal minds and that she will continue Justice Breyer's legacy of excellence.        > Finished chain.    "Biden said that Jackson is one of the nation's top legal minds and that she will continue Justice Breyer's legacy of excellence."agent.run("Why use ruff over flake8?")            > Entering new AgentExecutor chain...     I need to find out the advantages of using ruff over flake8    Action: Ruff QA System    Action Input: What are the advantages of using ruff over flake8?    Observation:  Ruff can be used as a drop-in replacement for Flake8 when used (1) without or with a small number of plugins, (2) alongside Black, and (3) on Python 3 code. It also re-implements some of the most popular Flake8 plugins and related code quality tools natively, including isort, yesqa, eradicate, and most of the rules implemented in pyupgrade. Ruff also supports automatically fixing its own lint violations, which Flake8 does not.    Thought: I now know the final answer    Final Answer: Ruff can be used as a drop-in replacement for Flake8 when used (1) without or with a