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.            > 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.            > Finished chain.    ' 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.'Multi-Hop vector store reasoning‚ÄãBecause vector stores are easily usable as tools in agents, it is easy to use answer multi-hop questions that depend on vector stores using the existing agent framework.tools = [    Tool(        name="State of Union QA System",        func=state_of_union.run,
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. ->: 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.            > 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.            > Finished chain.    ' 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.'Multi-Hop vector store reasoning‚ÄãBecause vector stores are easily usable as tools in agents, it is easy to use answer multi-hop questions that depend on vector stores using the existing agent framework.tools = [    Tool(        name="State of Union QA System",        func=state_of_union.run,