How to debug your LLM apps

Like building any type of software, at some point you'll need to debug when building with LLMs. A model call will fail, or model output will be misformatted, or there will be some nested model calls and it won't be clear where along the way an incorrect output was created.

Here are a few different tools and functionalities to aid in debugging.

Tracing

Platforms with tracing capabilities like LangSmith are the most comprehensive solutions for debugging. These platforms make it easy to not only log and visualize LLM apps, but also to actively debug, test and refine them.

For anyone building production-grade LLM applications, we highly recommend using a platform like this.

verbose

If you're prototyping in Jupyter Notebooks or running Node scripts, it can be helpful to print out the intermediate steps of a chain run.

There are a number of ways to enable printing at varying degrees of verbosity.

Let's suppose we have a simple agent, and want to visualize the actions it takes and tool outputs it receives. Without any debugging, here's what we see:

import { AgentExecutor, createOpenAIToolsAgent } from "langchain/agents";
import { pull } from "langchain/hub";
import { ChatOpenAI } from "@langchain/openai";
import type { ChatPromptTemplate } from "@langchain/core/prompts";
import { TavilySearchResults } from "@langchain/community/tools/tavily_search";
import { Calculator } from "@langchain/community/tools/calculator";

const tools = [new TavilySearchResults(), new Calculator()];
const prompt = await pull<ChatPromptTemplate>("hwchase17/openai-tools-agent");
const llm = new ChatOpenAI({
  model: "gpt-4-1106-preview",
  temperature: 0,
});
const agent = await createOpenAIToolsAgent({
  llm,
  tools,
  prompt,
});
const agentExecutor = new AgentExecutor({
  agent,
  tools,
});

API Reference:

• AgentExecutor from langchain/agents
• createOpenAIToolsAgent from langchain/agents
• pull from langchain/hub
• ChatOpenAI from @langchain/openai
• ChatPromptTemplate from @langchain/core/prompts
• TavilySearchResults from @langchain/community/tools/tavily_search
• Calculator from @langchain/community/tools/calculator

const result = await agentExecutor.invoke({
  input:
    "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
});
console.log(result);

{
  input: 'Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?',
  output: 'The 2023 film "Oppenheimer" was directed by Christopher Nolan, who was born on July 30, 1970. As of 2023, Christopher Nolan is 52 years old. His age in days, assuming 365 days per year, is approximately 19,525 days.'
}

{ verbose: true }

Setting the verbose parameter will cause any LangChain component with callback support (chains, models, agents, tools, retrievers) to print the inputs they receive and outputs they generate. This is the most verbose setting and will fully log raw inputs and outputs.

import { AgentExecutor, createOpenAIToolsAgent } from "langchain/agents";
import { pull } from "langchain/hub";
import { ChatOpenAI } from "@langchain/openai";
import type { ChatPromptTemplate } from "@langchain/core/prompts";
import { TavilySearchResults } from "@langchain/community/tools/tavily_search";
import { Calculator } from "@langchain/community/tools/calculator";

const tools = [
  new TavilySearchResults({ verbose: true }),
  new Calculator({ verbose: true }),
];
const prompt = await pull<ChatPromptTemplate>("hwchase17/openai-tools-agent");
const llm = new ChatOpenAI({
  model: "gpt-4-1106-preview",
  temperature: 0,
  verbose: true,
});
const agent = await createOpenAIToolsAgent({
  llm,
  tools,
  prompt,
});
const agentExecutor = new AgentExecutor({
  agent,
  tools,
  verbose: true,
});

API Reference:

• AgentExecutor from langchain/agents
• createOpenAIToolsAgent from langchain/agents
• pull from langchain/hub
• ChatOpenAI from @langchain/openai
• ChatPromptTemplate from @langchain/core/prompts
• TavilySearchResults from @langchain/community/tools/tavily_search
• Calculator from @langchain/community/tools/calculator

const result = await agentExecutor.invoke({
  input:
    "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
});
console.log(result);

Console output

[chain/start] [1:chain:AgentExecutor] Entering Chain run with input: {
  "input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?"
}
[chain/start] [1:chain:AgentExecutor > 2:chain:RunnableAgent] Entering Chain run with input: {
  "input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
  "steps": []
}
[chain/start] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 3:chain:RunnableMap] Entering Chain run with input: {
  "input": {
    "input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
    "steps": []
  }
}
[chain/start] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 3:chain:RunnableMap > 4:chain:RunnableLambda] Entering Chain run with input: {
  "input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
  "steps": []
}
[chain/end] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 3:chain:RunnableMap > 4:chain:RunnableLambda] [96ms] Exiting Chain run with output: {
  "output": []
}
[chain/end] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 3:chain:RunnableMap] [280ms] Exiting Chain run with output: {
  "agent_scratchpad": []
}
[chain/start] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 5:prompt:ChatPromptTemplate] Entering Chain run with input: {
  "input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
  "steps": [],
  "agent_scratchpad": []
}
[chain/end] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 5:prompt:ChatPromptTemplate] [106ms] Exiting Chain run with output: {
  "lc": 1,
  "type": "constructor",
  "id": [
    "langchain_core",
    "prompt_values",
    "ChatPromptValue"
  ],
  "kwargs": {
    "messages": [
      {
        "lc": 1,
        "type": "constructor",
        "id": [
          "langchain_core",
          "messages",
          "SystemMessage"
        ],
        "kwargs": {
          "content": "You are a helpful assistant",
          "additional_kwargs": {}
        }
      },
      {
        "lc": 1,
        "type": "constructor",
        "id": [
          "langchain_core",
          "messages",
          "HumanMessage"
        ],
        "kwargs": {
          "content": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
          "additional_kwargs": {}
        }
      }
    ]
  }
}
[llm/start] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 6:llm:ChatOpenAI] Entering LLM run with input: {
  "messages": [
    [
      {
        "lc": 1,
        "type": "constructor",
        "id": [
          "langchain_core",
          "messages",
          "SystemMessage"
        ],
        "kwargs": {
          "content": "You are a helpful assistant",
          "additional_kwargs": {}
        }
      },
      {
        "lc": 1,
        "type": "constructor",
        "id": [
          "langchain_core",
          "messages",
          "HumanMessage"
        ],
        "kwargs": {
          "content": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
          "additional_kwargs": {}
        }
      }
    ]
  ]
}
[llm/start] [1:llm:ChatOpenAI] Entering LLM run with input: {
  "messages": [
    [
      {
        "lc": 1,
        "type": "constructor",
        "id": [
          "langchain_core",
          "messages",
          "SystemMessage"
        ],
        "kwargs": {
          "content": "You are a helpful assistant",
          "additional_kwargs": {}
        }
      },
      {
        "lc": 1,
        "type": "constructor",
        "id": [
          "langchain_core",
          "messages",
          "HumanMessage"
        ],
        "kwargs": {
          "content": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
          "additional_kwargs": {}
        }
      }
    ]
  ]
}
[llm/end] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 6:llm:ChatOpenAI] [1.93s] Exiting LLM run with output: {
  "generations": [
    [
      {
        "text": "",
        "message": {
          "lc": 1,
          "type": "constructor",
          "id": [
            "langchain_core",
            "messages",
            "AIMessage"
          ],
          "kwargs": {
            "content": "",
            "additional_kwargs": {
              "tool_calls": [
                {
                  "id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
                  "type": "function",
                  "function": {
                    "name": "tavily_search_results_json",
                    "arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
                  }
                }
              ]
            }
          }
        },
        "generationInfo": {
          "finish_reason": "tool_calls"
        }
      }
    ]
  ],
  "llmOutput": {
    "tokenUsage": {
      "completionTokens": 27,
      "promptTokens": 153,
      "totalTokens": 180
    }
  }
}
[llm/end] [1:llm:ChatOpenAI] [1.93s] Exiting LLM run with output: {
  "generations": [
    [
      {
        "text": "",
        "message": {
          "lc": 1,
          "type": "constructor",
          "id": [
            "langchain_core",
            "messages",
            "AIMessage"
          ],
          "kwargs": {
            "content": "",
            "additional_kwargs": {
              "tool_calls": [
                {
                  "id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
                  "type": "function",
                  "function": {
                    "name": "tavily_search_results_json",
                    "arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
                  }
                }
              ]
            }
          }
        },
        "generationInfo": {
          "finish_reason": "tool_calls"
        }
      }
    ]
  ],
  "llmOutput": {
    "tokenUsage": {
      "completionTokens": 27,
      "promptTokens": 153,
      "totalTokens": 180
    }
  }
}
[chain/start] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 7:parser:OpenAIToolsAgentOutputParser] Entering Chain run with input: {
  "lc": 1,
  "type": "constructor",
  "id": [
    "langchain_core",
    "messages",
    "AIMessage"
  ],
  "kwargs": {
    "content": "",
    "additional_kwargs": {
      "tool_calls": [
        {
          "id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
          "type": "function",
          "function": {
            "name": "tavily_search_results_json",
            "arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
          }
        }
      ]
    }
  }
}
[chain/end] [1:chain:AgentExecutor > 2:chain:RunnableAgent > 7:parser:OpenAIToolsAgentOutputParser] [94ms] Exiting Chain run with output: {
  "output": [
    {
      "tool": "tavily_search_results_json",
      "toolInput": {
        "input": "director of the 2023 film Oppenheimer"
      },
      "toolCallId": "call_0zHsbXv2AEH9JbkdZ326nbf4",
      "log": "Invoking \"tavily_search_results_json\" with {\"input\":\"director of the 2023 film Oppenheimer\"}\n",
      "messageLog": [
        {
          "lc": 1,
          "type": "constructor",
          "id": [
            "langchain_core",
            "messages",
            "AIMessage"
          ],
          "kwargs": {
            "content": "",
            "additional_kwargs": {
              "tool_calls": [
                {
                  "id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
                  "type": "function",
                  "function": {
                    "name": "tavily_search_results_json",
                    "arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
                  }
                }
              ]
            }
          }
        }
      ]
    }
  ]
}
[chain/end] [1:chain:AgentExecutor > 2:chain:RunnableAgent] [2.92s] Exiting Chain run with output: {
  "output": [
    {
      "tool": "tavily_search_results_json",
      "toolInput": {
        "input": "director of the 2023 film Oppenheimer"
      },
      "toolCallId": "call_0zHsbXv2AEH9JbkdZ326nbf4",
      "log": "Invoking \"tavily_search_results_json\" with {\"input\":\"director of the 2023 film Oppenheimer\"}\n",
      "messageLog": [
        {
          "lc": 1,
          "type": "constructor",
          "id": [
            "langchain_core",
            "messages",
            "AIMessage"
          ],
          "kwargs": {
            "content": "",
            "additional_kwargs": {
              "tool_calls": [
                {
                  "id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
                  "type": "function",
                  "function": {
                    "name": "tavily_search_results_json",
                    "arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
                  }
                }
              ]
            }
          }
        }
      ]
    }
  ]
}
[agent/action] [1:chain:AgentExecutor] Agent selected action: {
  "tool": "tavily_search_results_json",
  "toolInput": {
    "input": "director of the 2023 film Oppenheimer"
  },
  "toolCallId": "call_0zHsbXv2AEH9JbkdZ326nbf4",
  "log": "Invoking \"tavily_search_results_json\" with {\"input\":\"director of the 2023 film Oppenheimer\"}\n",
  "messageLog": [
    {
      "lc": 1,
      "type": "constructor",
      "id": [
        "langchain_core",
        "messages",
        "AIMessage"
      ],
      "kwargs": {
        "content": "",
        "additional_kwargs": {
          "tool_calls": [
            {
              "id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
              "type": "function",
              "function": {
                "name": "tavily_search_results_json",
                "arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
              }
            }
          ]
        }
      }
    }
  ]
}
[tool/start] [1:chain:AgentExecutor > 8:tool:TavilySearchResults] Entering Tool run with input: "director of the 2023 film Oppenheimer"
[tool/start] [1:tool:TavilySearchResults] Entering Tool run with input: "director of the 2023 film Oppenheimer"
[tool/end] [1:chain:AgentExecutor > 8:tool:TavilySearchResults] [2.15s] Exiting Tool run with output: "[{"title":"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'","url":"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/","content":"\"Oppenheimer,\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...","score":0.97379,"raw_content":null},{"title":"Oppenheimer (film) - Wikipedia","url":"https://en.wikipedia.org/wiki/Oppenheimer_(film)","content":"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\nCritical response\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \"more objective view of his story from a different character's point of view\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \"big-atures\", since the special effects team had tried to build the models as physically large as possible. He felt that \"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \"emotional\" and resembling that of a thriller, while also remarking that Nolan had \"Trojan-Horsed a biopic into a thriller\".[72]\nCasting\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. [for Oppenheimer] in his approach to trying to deal with the consequences of what he'd been involved with\", while also underscoring that it is a \"huge shift in perception about the reality of Oppenheimer's perception\".[53] He wanted to execute a quick tonal shift after the atomic bombings of Hiroshima and Nagasaki, desiring to go from the \"highest triumphalism, the highest high, to the lowest low in the shortest amount of screen time possible\".[66] For the ending, Nolan chose to make it intentionally vague to be open to interpretation and refrained from being didactic or conveying specific messages in his work.","score":0.96785,"raw_content":null},{"title":"Oppenheimer (2023) - Full Cast & Crew - IMDb","url":"https://www.imdb.com/title/tt15398776/fullcredits/","content":"Ludwig Göransson Cinematography by Hoyte Van Hoytema ... director of photography Editing by Jennifer Lame Casting By John Papsidera ... (casting by) Production Design by Ruth De Jong Art Direction by Set Decoration by Costume Design by Ellen Mirojnick Makeup Department Production Management Second Unit Director or Assistant Director Art Department","score":0.94302,"raw_content":null},{"title":"'Oppenheimer' director Christopher Nolan honors Heath Ledger while ...","url":"https://www.cnn.com/2024/01/07/entertainment/christopher-nolan-heath-ledger-golden-globes/index.html","content":"Christopher Nolan won the best director Golden Globe award on Sunday for his 2023 film \"Oppenheimer,\" and he took the opportunity to honor the late Heath Ledger during his acceptance speech.","score":0.92034,"raw_content":null},{"title":"Oppenheimer (2023) - IMDb","url":"https://www.imdb.com/title/tt15398776/","content":"Oppenheimer: Directed by Christopher Nolan. With Cillian Murphy, Emily Blunt, Robert Downey Jr., Alden Ehrenreich. The story of American scientist J. Robert Oppenheimer and his role in the development of the atomic bomb.","score":0.91336,"raw_content":null}]"
[tool/end] [1:tool:TavilySearchResults] [2.15s] Exiting Tool run with output: "[{"title":"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'","url":"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/","content":"\"Oppenheimer,\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...","score":0.97379,"raw_content":null},{"title":"Oppenheimer (film) - Wikipedia","url":"https://en.wikipedia.org/wiki/Oppenheimer_(film)","content":"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\nCritical response\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \"more objective view of his story from a different character's point of view\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \"big-atures\", since the special effects team had tried to build the models as physically large as possible. He felt that \"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \"emotional\" and resembling that of a thriller, while also remarking that Nolan had \"Trojan-Horsed a biopic into a thriller\".[72]\nCasting\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. [for Oppenheimer] in his approach to trying to deal with the consequences of what he'd been involved with\", while also underscoring that it is a \"huge shift in perception about the reality of Oppenheimer's perception\".[53] He wanted to execute a quick tonal shift after the atomic bombings of Hiroshima and Nagasaki, desiring to go from the \"highest triumphalism, the highest high, to the lowest low in the shortest amount of screen time possible\".[66] For the ending, Nolan chose to make it intentionally vague to be open to interpretation and refrained from being didactic or conveying specific messages in his work.","score":0.96785,"raw_content":null},{"title":"Oppenheimer (2023) - Full Cast & Crew - IMDb","url":"https://www.imdb.com/title/tt15398776/fullcredits/","content":"Ludwig Göransson Cinematography by Hoyte Van Hoytema ... director of photography Editing by Jennifer Lame Casting By John Papsidera ... (casting by) Production Design by Ruth De Jong Art Direction by Set Decoration by Costume Design by Ellen Mirojnick Makeup Department Production Management Second Unit Director or Assistant Director Art Department","score":0.94302,"raw_content":null},{"title":"'Oppenheimer' director Christopher Nolan honors Heath Ledger while ...","url":"https://www.cnn.com/2024/01/07/entertainment/christopher-nolan-heath-ledger-golden-globes/index.html","content":"Christopher Nolan won the best director Golden Globe award on Sunday for his 2023 film \"Oppenheimer,\" and he took the opportunity to honor the late Heath Ledger during his acceptance speech.","score":0.92034,"raw_content":null},{"title":"Oppenheimer (2023) - IMDb","url":"https://www.imdb.com/title/tt15398776/","content":"Oppenheimer: Directed by Christopher Nolan. With Cillian Murphy, Emily Blunt, Robert Downey Jr., Alden Ehrenreich. The story of American scientist J. Robert Oppenheimer and his role in the development of the atomic bomb.","score":0.91336,"raw_content":null}]"
[chain/start] [1:chain:AgentExecutor > 9:chain:RunnableAgent] Entering Chain run with input: {
  "input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
  "steps": [
    {
      "action": {
        "tool": "tavily_search_results_json",
        "toolInput": {
          "input": "director of the 2023 film Oppenheimer"
        },
        "toolCallId": "call_0zHsbXv2AEH9JbkdZ326nbf4",
        "log": "Invoking \"tavily_search_results_json\" with {\"input\":\"director of the 2023 film Oppenheimer\"}\n",
        "messageLog": [
          {
            "lc": 1,
            "type": "constructor",
            "id": [
              "langchain_core",
              "messages",
              "AIMessage"
            ],
            "kwargs": {
              "content": "",
              "additional_kwargs": {
                "tool_calls": [
                  {
                    "id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
                    "type": "function",
                    "function": {
                      "name": "tavily_search_results_json",
                      "arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
                    }
                  }
                ]
              }
            }
          }
        ]
      },
      "observation": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...\",\"score\":0.97379,\"raw_content\":null},{\"title\":\"Oppenheimer (film) - Wikipedia\",\"url\":\"https://en.wikipedia.org/wiki/Oppenheimer_(film)\",\"content\":\"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\\nCritical response\\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \\\"more objective view of his story from a different character's point of view\\\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. 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Robert Oppenheimer and his role in the development of the atomic bomb.\",\"score\":0.91336,\"raw_content\":null}]"
    }
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}
[chain/start] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 10:chain:RunnableMap] Entering Chain run with input: {
  "input": {
    "input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
    "steps": [
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            "input": "director of the 2023 film Oppenheimer"
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          "log": "Invoking \"tavily_search_results_json\" with {\"input\":\"director of the 2023 film Oppenheimer\"}\n",
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        "observation": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...\",\"score\":0.97379,\"raw_content\":null},{\"title\":\"Oppenheimer (film) - Wikipedia\",\"url\":\"https://en.wikipedia.org/wiki/Oppenheimer_(film)\",\"content\":\"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\\nCritical response\\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \\\"more objective view of his story from a different character's point of view\\\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. 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[chain/start] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 10:chain:RunnableMap > 11:chain:RunnableLambda] Entering Chain run with input: {
  "input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
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      "observation": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...\",\"score\":0.97379,\"raw_content\":null},{\"title\":\"Oppenheimer (film) - Wikipedia\",\"url\":\"https://en.wikipedia.org/wiki/Oppenheimer_(film)\",\"content\":\"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\\nCritical response\\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \\\"more objective view of his story from a different character's point of view\\\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. [for Oppenheimer] in his approach to trying to deal with the consequences of what he'd been involved with\\\", while also underscoring that it is a \\\"huge shift in perception about the reality of Oppenheimer's perception\\\".[53] He wanted to execute a quick tonal shift after the atomic bombings of Hiroshima and Nagasaki, desiring to go from the \\\"highest triumphalism, the highest high, to the lowest low in the shortest amount of screen time possible\\\".[66] For the ending, Nolan chose to make it intentionally vague to be open to interpretation and refrained from being didactic or conveying specific messages in his work.\",\"score\":0.96785,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - Full Cast & Crew - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/fullcredits/\",\"content\":\"Ludwig Göransson Cinematography by Hoyte Van Hoytema ... director of photography Editing by Jennifer Lame Casting By John Papsidera ... 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Robert Oppenheimer and his role in the development of the atomic bomb.\",\"score\":0.91336,\"raw_content\":null}]"
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}
[chain/end] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 10:chain:RunnableMap > 11:chain:RunnableLambda] [111ms] Exiting Chain run with output: {
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        "content": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...\",\"score\":0.97379,\"raw_content\":null},{\"title\":\"Oppenheimer (film) - Wikipedia\",\"url\":\"https://en.wikipedia.org/wiki/Oppenheimer_(film)\",\"content\":\"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\\nCritical response\\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \\\"more objective view of his story from a different character's point of view\\\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. [for Oppenheimer] in his approach to trying to deal with the consequences of what he'd been involved with\\\", while also underscoring that it is a \\\"huge shift in perception about the reality of Oppenheimer's perception\\\".[53] He wanted to execute a quick tonal shift after the atomic bombings of Hiroshima and Nagasaki, desiring to go from the \\\"highest triumphalism, the highest high, to the lowest low in the shortest amount of screen time possible\\\".[66] For the ending, Nolan chose to make it intentionally vague to be open to interpretation and refrained from being didactic or conveying specific messages in his work.\",\"score\":0.96785,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - Full Cast & Crew - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/fullcredits/\",\"content\":\"Ludwig Göransson Cinematography by Hoyte Van Hoytema ... director of photography Editing by Jennifer Lame Casting By John Papsidera ... (casting by) Production Design by Ruth De Jong Art Direction by Set Decoration by Costume Design by Ellen Mirojnick Makeup Department Production Management Second Unit Director or Assistant Director Art Department\",\"score\":0.94302,\"raw_content\":null},{\"title\":\"'Oppenheimer' director Christopher Nolan honors Heath Ledger while ...\",\"url\":\"https://www.cnn.com/2024/01/07/entertainment/christopher-nolan-heath-ledger-golden-globes/index.html\",\"content\":\"Christopher Nolan won the best director Golden Globe award on Sunday for his 2023 film \\\"Oppenheimer,\\\" and he took the opportunity to honor the late Heath Ledger during his acceptance speech.\",\"score\":0.92034,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/\",\"content\":\"Oppenheimer: Directed by Christopher Nolan. With Cillian Murphy, Emily Blunt, Robert Downey Jr., Alden Ehrenreich. The story of American scientist J. Robert Oppenheimer and his role in the development of the atomic bomb.\",\"score\":0.91336,\"raw_content\":null}]",
        "tool_call_id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
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[chain/end] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 10:chain:RunnableMap] [339ms] Exiting Chain run with output: {
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        "content": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...\",\"score\":0.97379,\"raw_content\":null},{\"title\":\"Oppenheimer (film) - Wikipedia\",\"url\":\"https://en.wikipedia.org/wiki/Oppenheimer_(film)\",\"content\":\"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\\nCritical response\\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \\\"more objective view of his story from a different character's point of view\\\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. 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[chain/start] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 12:prompt:ChatPromptTemplate] Entering Chain run with input: {
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[chain/end] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 12:prompt:ChatPromptTemplate] [133ms] Exiting Chain run with output: {
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          "content": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. 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[llm/start] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 13:llm:ChatOpenAI] Entering LLM run with input: {
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          "content": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...\",\"score\":0.97379,\"raw_content\":null},{\"title\":\"Oppenheimer (film) - Wikipedia\",\"url\":\"https://en.wikipedia.org/wiki/Oppenheimer_(film)\",\"content\":\"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\\nCritical response\\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \\\"more objective view of his story from a different character's point of view\\\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. [for Oppenheimer] in his approach to trying to deal with the consequences of what he'd been involved with\\\", while also underscoring that it is a \\\"huge shift in perception about the reality of Oppenheimer's perception\\\".[53] He wanted to execute a quick tonal shift after the atomic bombings of Hiroshima and Nagasaki, desiring to go from the \\\"highest triumphalism, the highest high, to the lowest low in the shortest amount of screen time possible\\\".[66] For the ending, Nolan chose to make it intentionally vague to be open to interpretation and refrained from being didactic or conveying specific messages in his work.\",\"score\":0.96785,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - Full Cast & Crew - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/fullcredits/\",\"content\":\"Ludwig Göransson Cinematography by Hoyte Van Hoytema ... director of photography Editing by Jennifer Lame Casting By John Papsidera ... (casting by) Production Design by Ruth De Jong Art Direction by Set Decoration by Costume Design by Ellen Mirojnick Makeup Department Production Management Second Unit Director or Assistant Director Art Department\",\"score\":0.94302,\"raw_content\":null},{\"title\":\"'Oppenheimer' director Christopher Nolan honors Heath Ledger while ...\",\"url\":\"https://www.cnn.com/2024/01/07/entertainment/christopher-nolan-heath-ledger-golden-globes/index.html\",\"content\":\"Christopher Nolan won the best director Golden Globe award on Sunday for his 2023 film \\\"Oppenheimer,\\\" and he took the opportunity to honor the late Heath Ledger during his acceptance speech.\",\"score\":0.92034,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/\",\"content\":\"Oppenheimer: Directed by Christopher Nolan. With Cillian Murphy, Emily Blunt, Robert Downey Jr., Alden Ehrenreich. The story of American scientist J. Robert Oppenheimer and his role in the development of the atomic bomb.\",\"score\":0.91336,\"raw_content\":null}]",
          "tool_call_id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
          "additional_kwargs": {}
        }
      }
    ]
  ]
}
[llm/start] [1:llm:ChatOpenAI] Entering LLM run with input: {
  "messages": [
    [
      {
        "lc": 1,
        "type": "constructor",
        "id": [
          "langchain_core",
          "messages",
          "SystemMessage"
        ],
        "kwargs": {
          "content": "You are a helpful assistant",
          "additional_kwargs": {}
        }
      },
      {
        "lc": 1,
        "type": "constructor",
        "id": [
          "langchain_core",
          "messages",
          "HumanMessage"
        ],
        "kwargs": {
          "content": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
          "additional_kwargs": {}
        }
      },
      {
        "lc": 1,
        "type": "constructor",
        "id": [
          "langchain_core",
          "messages",
          "AIMessage"
        ],
        "kwargs": {
          "content": "",
          "additional_kwargs": {
            "tool_calls": [
              {
                "id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
                "type": "function",
                "function": {
                  "name": "tavily_search_results_json",
                  "arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
                }
              }
            ]
          }
        }
      },
      {
        "lc": 1,
        "type": "constructor",
        "id": [
          "langchain_core",
          "messages",
          "ToolMessage"
        ],
        "kwargs": {
          "content": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...\",\"score\":0.97379,\"raw_content\":null},{\"title\":\"Oppenheimer (film) - Wikipedia\",\"url\":\"https://en.wikipedia.org/wiki/Oppenheimer_(film)\",\"content\":\"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\\nCritical response\\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \\\"more objective view of his story from a different character's point of view\\\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. [for Oppenheimer] in his approach to trying to deal with the consequences of what he'd been involved with\\\", while also underscoring that it is a \\\"huge shift in perception about the reality of Oppenheimer's perception\\\".[53] He wanted to execute a quick tonal shift after the atomic bombings of Hiroshima and Nagasaki, desiring to go from the \\\"highest triumphalism, the highest high, to the lowest low in the shortest amount of screen time possible\\\".[66] For the ending, Nolan chose to make it intentionally vague to be open to interpretation and refrained from being didactic or conveying specific messages in his work.\",\"score\":0.96785,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - Full Cast & Crew - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/fullcredits/\",\"content\":\"Ludwig Göransson Cinematography by Hoyte Van Hoytema ... director of photography Editing by Jennifer Lame Casting By John Papsidera ... (casting by) Production Design by Ruth De Jong Art Direction by Set Decoration by Costume Design by Ellen Mirojnick Makeup Department Production Management Second Unit Director or Assistant Director Art Department\",\"score\":0.94302,\"raw_content\":null},{\"title\":\"'Oppenheimer' director Christopher Nolan honors Heath Ledger while ...\",\"url\":\"https://www.cnn.com/2024/01/07/entertainment/christopher-nolan-heath-ledger-golden-globes/index.html\",\"content\":\"Christopher Nolan won the best director Golden Globe award on Sunday for his 2023 film \\\"Oppenheimer,\\\" and he took the opportunity to honor the late Heath Ledger during his acceptance speech.\",\"score\":0.92034,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/\",\"content\":\"Oppenheimer: Directed by Christopher Nolan. With Cillian Murphy, Emily Blunt, Robert Downey Jr., Alden Ehrenreich. The story of American scientist J. Robert Oppenheimer and his role in the development of the atomic bomb.\",\"score\":0.91336,\"raw_content\":null}]",
          "tool_call_id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
          "additional_kwargs": {}
        }
      }
    ]
  ]
}
[llm/end] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 13:llm:ChatOpenAI] [1.72s] Exiting LLM run with output: {
  "generations": [
    [
      {
        "text": "",
        "message": {
          "lc": 1,
          "type": "constructor",
          "id": [
            "langchain_core",
            "messages",
            "AIMessage"
          ],
          "kwargs": {
            "content": "",
            "additional_kwargs": {
              "tool_calls": [
                {
                  "id": "call_JgY4gYrr0QowCPLrmQzW49Yz",
                  "type": "function",
                  "function": {
                    "name": "tavily_search_results_json",
                    "arguments": "{\"input\":\"Christopher Nolan age\"}"
                  }
                }
              ]
            }
          }
        },
        "generationInfo": {
          "finish_reason": "tool_calls"
        }
      }
    ]
  ],
  "llmOutput": {
    "tokenUsage": {
      "completionTokens": 20,
      "promptTokens": 1495,
      "totalTokens": 1515
    }
  }
}
[llm/end] [1:llm:ChatOpenAI] [1.72s] Exiting LLM run with output: {
  "generations": [
    [
      {
        "text": "",
        "message": {
          "lc": 1,
          "type": "constructor",
          "id": [
            "langchain_core",
            "messages",
            "AIMessage"
          ],
          "kwargs": {
            "content": "",
            "additional_kwargs": {
              "tool_calls": [
                {
                  "id": "call_JgY4gYrr0QowCPLrmQzW49Yz",
                  "type": "function",
                  "function": {
                    "name": "tavily_search_results_json",
                    "arguments": "{\"input\":\"Christopher Nolan age\"}"
                  }
                }
              ]
            }
          }
        },
        "generationInfo": {
          "finish_reason": "tool_calls"
        }
      }
    ]
  ],
  "llmOutput": {
    "tokenUsage": {
      "completionTokens": 20,
      "promptTokens": 1495,
      "totalTokens": 1515
    }
  }
}
[chain/start] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 14:parser:OpenAIToolsAgentOutputParser] Entering Chain run with input: {
  "lc": 1,
  "type": "constructor",
  "id": [
    "langchain_core",
    "messages",
    "AIMessage"
  ],
  "kwargs": {
    "content": "",
    "additional_kwargs": {
      "tool_calls": [
        {
          "id": "call_JgY4gYrr0QowCPLrmQzW49Yz",
          "type": "function",
          "function": {
            "name": "tavily_search_results_json",
            "arguments": "{\"input\":\"Christopher Nolan age\"}"
          }
        }
      ]
    }
  }
}
[chain/end] [1:chain:AgentExecutor > 9:chain:RunnableAgent > 14:parser:OpenAIToolsAgentOutputParser] [99ms] Exiting Chain run with output: {
  "output": [
    {
      "tool": "tavily_search_results_json",
      "toolInput": {
        "input": "Christopher Nolan age"
      },
      "toolCallId": "call_JgY4gYrr0QowCPLrmQzW49Yz",
      "log": "Invoking \"tavily_search_results_json\" with {\"input\":\"Christopher Nolan age\"}\n",
      "messageLog": [
        {
          "lc": 1,
          "type": "constructor",
          "id": [
            "langchain_core",
            "messages",
            "AIMessage"
          ],
          "kwargs": {
            "content": "",
            "additional_kwargs": {
              "tool_calls": [
                {
                  "id": "call_JgY4gYrr0QowCPLrmQzW49Yz",
                  "type": "function",
                  "function": {
                    "name": "tavily_search_results_json",
                    "arguments": "{\"input\":\"Christopher Nolan age\"}"
                  }
                }
              ]
            }
          }
        }
      ]
    }
  ]
}
[chain/end] [1:chain:AgentExecutor > 9:chain:RunnableAgent] [2.87s] Exiting Chain run with output: {
  "output": [
    {
      "tool": "tavily_search_results_json",
      "toolInput": {
        "input": "Christopher Nolan age"
      },
      "toolCallId": "call_JgY4gYrr0QowCPLrmQzW49Yz",
      "log": "Invoking \"tavily_search_results_json\" with {\"input\":\"Christopher Nolan age\"}\n",
      "messageLog": [
        {
          "lc": 1,
          "type": "constructor",
          "id": [
            "langchain_core",
            "messages",
            "AIMessage"
          ],
          "kwargs": {
            "content": "",
            "additional_kwargs": {
              "tool_calls": [
                {
                  "id": "call_JgY4gYrr0QowCPLrmQzW49Yz",
                  "type": "function",
                  "function": {
                    "name": "tavily_search_results_json",
                    "arguments": "{\"input\":\"Christopher Nolan age\"}"
                  }
                }
              ]
            }
          }
        }
      ]
    }
  ]
}
[agent/action] [1:chain:AgentExecutor] Agent selected action: {
  "tool": "tavily_search_results_json",
  "toolInput": {
    "input": "Christopher Nolan age"
  },
  "toolCallId": "call_JgY4gYrr0QowCPLrmQzW49Yz",
  "log": "Invoking \"tavily_search_results_json\" with {\"input\":\"Christopher Nolan age\"}\n",
  "messageLog": [
    {
      "lc": 1,
      "type": "constructor",
      "id": [
        "langchain_core",
        "messages",
        "AIMessage"
      ],
      "kwargs": {
        "content": "",
        "additional_kwargs": {
          "tool_calls": [
            {
              "id": "call_JgY4gYrr0QowCPLrmQzW49Yz",
              "type": "function",
              "function": {
                "name": "tavily_search_results_json",
                "arguments": "{\"input\":\"Christopher Nolan age\"}"
              }
            }
          ]
        }
      }
    }
  ]
}
[tool/start] [1:chain:AgentExecutor > 15:tool:TavilySearchResults] Entering Tool run with input: "Christopher Nolan age"
[tool/start] [1:tool:TavilySearchResults] Entering Tool run with input: "Christopher Nolan age"
[tool/end] [1:chain:AgentExecutor > 15:tool:TavilySearchResults] [1.65s] Exiting Tool run with output: "[{"title":"Christopher Nolan Wins Best Director Golden Globe For ... - Deadline","url":"https://deadline.com/2024/01/christopher-nolan-best-director-golden-globe-oppenheimer-1235697557/","content":"Christopher Nolan Wins Best Director Golden Globe For 'Oppenheimer,' Remembers Heath Ledger In His Acceptance Speech. ... 9 First Weekend Of 2024 Down 18%, As 'Wonka' Makes $14M+, ...","score":0.97444,"raw_content":null},{"title":"Christopher Nolan remembers Heath Ledger while accepting his first ...","url":"https://ew.com/christopher-nolans-wins-first-golden-globe-remembers-accepting-heath-ledger-posthumous-award-8423378","content":"Oppenheimer. Nolan won Best Director of a Motion Picture at the 2024 ceremony. Christopher Nolan remembered his late friend Heath Ledger while accepting his first-ever Golden Globes win. During ...","score":0.93349,"raw_content":null},{"title":"How Christopher Nolan Honored Heath Ledger at 2024 Golden Globes","url":"https://www.eonline.com/news/1392547/how-the-dark-knights-christopher-nolan-honored-heath-ledger-at-2024-golden-globes","content":"When Christopher Nolan accepted his Best Directing award at the 2024 Golden Globes, he paid tribute to the late actor by sharing a touching memory on how he coped with his 2008 death. \"The only ...","score":0.9293,"raw_content":null},{"title":"Christopher Nolan Wins Best Director Golden Globe for ... - Variety","url":"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/","content":"Nolan directed Ledger in 2008's comic book smash \"The Dark Knight.\" The actor died at the age 28 of an accidental overdose after filming was complete but before the movie was released.","score":0.91416,"raw_content":null},{"title":"Golden Globe Awards 2024 - CNN","url":"https://www.cnn.com/entertainment/live-news/golden-globes-01-07-24/index.html","content":"Christopher Nolan's three-hour biography about J. Robert Oppenheimer, the physicist behind the Manhattan Project, has won the award for best motion picture drama at the 2024 Golden Globes.\"","score":0.90887,"raw_content":null}]"
[tool/end] [1:tool:TavilySearchResults] [1.65s] Exiting Tool run with output: "[{"title":"Christopher Nolan Wins Best Director Golden Globe For ... - Deadline","url":"https://deadline.com/2024/01/christopher-nolan-best-director-golden-globe-oppenheimer-1235697557/","content":"Christopher Nolan Wins Best Director Golden Globe For 'Oppenheimer,' Remembers Heath Ledger In His Acceptance Speech. ... 9 First Weekend Of 2024 Down 18%, As 'Wonka' Makes $14M+, ...","score":0.97444,"raw_content":null},{"title":"Christopher Nolan remembers Heath Ledger while accepting his first ...","url":"https://ew.com/christopher-nolans-wins-first-golden-globe-remembers-accepting-heath-ledger-posthumous-award-8423378","content":"Oppenheimer. Nolan won Best Director of a Motion Picture at the 2024 ceremony. Christopher Nolan remembered his late friend Heath Ledger while accepting his first-ever Golden Globes win. During ...","score":0.93349,"raw_content":null},{"title":"How Christopher Nolan Honored Heath Ledger at 2024 Golden Globes","url":"https://www.eonline.com/news/1392547/how-the-dark-knights-christopher-nolan-honored-heath-ledger-at-2024-golden-globes","content":"When Christopher Nolan accepted his Best Directing award at the 2024 Golden Globes, he paid tribute to the late actor by sharing a touching memory on how he coped with his 2008 death. \"The only ...","score":0.9293,"raw_content":null},{"title":"Christopher Nolan Wins Best Director Golden Globe for ... - Variety","url":"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/","content":"Nolan directed Ledger in 2008's comic book smash \"The Dark Knight.\" The actor died at the age 28 of an accidental overdose after filming was complete but before the movie was released.","score":0.91416,"raw_content":null},{"title":"Golden Globe Awards 2024 - CNN","url":"https://www.cnn.com/entertainment/live-news/golden-globes-01-07-24/index.html","content":"Christopher Nolan's three-hour biography about J. Robert Oppenheimer, the physicist behind the Manhattan Project, has won the award for best motion picture drama at the 2024 Golden Globes.\"","score":0.90887,"raw_content":null}]"
[chain/start] [1:chain:AgentExecutor > 16:chain:RunnableAgent] Entering Chain run with input: {
  "input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
  "steps": [
    {
      "action": {
        "tool": "tavily_search_results_json",
        "toolInput": {
          "input": "director of the 2023 film Oppenheimer"
        },
        "toolCallId": "call_0zHsbXv2AEH9JbkdZ326nbf4",
        "log": "Invoking \"tavily_search_results_json\" with {\"input\":\"director of the 2023 film Oppenheimer\"}\n",
        "messageLog": [
          {
            "lc": 1,
            "type": "constructor",
            "id": [
              "langchain_core",
              "messages",
              "AIMessage"
            ],
            "kwargs": {
              "content": "",
              "additional_kwargs": {
                "tool_calls": [
                  {
                    "id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
                    "type": "function",
                    "function": {
                      "name": "tavily_search_results_json",
                      "arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
                    }
                  }
                ]
              }
            }
          }
        ]
      },
      "observation": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...\",\"score\":0.97379,\"raw_content\":null},{\"title\":\"Oppenheimer (film) - Wikipedia\",\"url\":\"https://en.wikipedia.org/wiki/Oppenheimer_(film)\",\"content\":\"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\\nCritical response\\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \\\"more objective view of his story from a different character's point of view\\\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. 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        "log": "Invoking \"tavily_search_results_json\" with {\"input\":\"Christopher Nolan age\"}\n",
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[chain/start] [1:chain:AgentExecutor > 16:chain:RunnableAgent > 17:chain:RunnableMap] Entering Chain run with input: {
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          "log": "Invoking \"tavily_search_results_json\" with {\"input\":\"Christopher Nolan age\"}\n",
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[chain/start] [1:chain:AgentExecutor > 16:chain:RunnableAgent > 17:chain:RunnableMap > 18:chain:RunnableLambda] Entering Chain run with input: {
  "input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
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        "log": "Invoking \"tavily_search_results_json\" with {\"input\":\"director of the 2023 film Oppenheimer\"}\n",
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The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. 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[chain/end] [1:chain:AgentExecutor > 16:chain:RunnableAgent > 17:chain:RunnableMap > 18:chain:RunnableLambda] [116ms] Exiting Chain run with output: {
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[chain/end] [1:chain:AgentExecutor > 16:chain:RunnableAgent > 17:chain:RunnableMap] [352ms] Exiting Chain run with output: {
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[chain/start] [1:chain:AgentExecutor > 16:chain:RunnableAgent > 19:prompt:ChatPromptTemplate] Entering Chain run with input: {
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[chain/end] [1:chain:AgentExecutor > 16:chain:RunnableAgent > 19:prompt:ChatPromptTemplate] [172ms] Exiting Chain run with output: {
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[llm/start] [1:chain:AgentExecutor > 16:chain:RunnableAgent > 20:llm:ChatOpenAI] Entering LLM run with input: {
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He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. 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(casting by) Production Design by Ruth De Jong Art Direction by Set Decoration by Costume Design by Ellen Mirojnick Makeup Department Production Management Second Unit Director or Assistant Director Art Department\",\"score\":0.94302,\"raw_content\":null},{\"title\":\"'Oppenheimer' director Christopher Nolan honors Heath Ledger while ...\",\"url\":\"https://www.cnn.com/2024/01/07/entertainment/christopher-nolan-heath-ledger-golden-globes/index.html\",\"content\":\"Christopher Nolan won the best director Golden Globe award on Sunday for his 2023 film \\\"Oppenheimer,\\\" and he took the opportunity to honor the late Heath Ledger during his acceptance speech.\",\"score\":0.92034,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/\",\"content\":\"Oppenheimer: Directed by Christopher Nolan. With Cillian Murphy, Emily Blunt, Robert Downey Jr., Alden Ehrenreich. The story of American scientist J. Robert Oppenheimer and his role in the development of the atomic bomb.\",\"score\":0.91336,\"raw_content\":null}]",
          "tool_call_id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
          "additional_kwargs": {}
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      },
      {
        "lc": 1,
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        "kwargs": {
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                "type": "function",
                "function": {
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                  "arguments": "{\"input\":\"Christopher Nolan age\"}"
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      },
      {
        "lc": 1,
        "type": "constructor",
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          "content": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe For ... - Deadline\",\"url\":\"https://deadline.com/2024/01/christopher-nolan-best-director-golden-globe-oppenheimer-1235697557/\",\"content\":\"Christopher Nolan Wins Best Director Golden Globe For 'Oppenheimer,' Remembers Heath Ledger In His Acceptance Speech. ... 9 First Weekend Of 2024 Down 18%, As 'Wonka' Makes $14M+, ...\",\"score\":0.97444,\"raw_content\":null},{\"title\":\"Christopher Nolan remembers Heath Ledger while accepting his first ...\",\"url\":\"https://ew.com/christopher-nolans-wins-first-golden-globe-remembers-accepting-heath-ledger-posthumous-award-8423378\",\"content\":\"Oppenheimer. Nolan won Best Director of a Motion Picture at the 2024 ceremony. Christopher Nolan remembered his late friend Heath Ledger while accepting his first-ever Golden Globes win. During ...\",\"score\":0.93349,\"raw_content\":null},{\"title\":\"How Christopher Nolan Honored Heath Ledger at 2024 Golden Globes\",\"url\":\"https://www.eonline.com/news/1392547/how-the-dark-knights-christopher-nolan-honored-heath-ledger-at-2024-golden-globes\",\"content\":\"When Christopher Nolan accepted his Best Directing award at the 2024 Golden Globes, he paid tribute to the late actor by sharing a touching memory on how he coped with his 2008 death. \\\"The only ...\",\"score\":0.9293,\"raw_content\":null},{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for ... - Variety\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"Nolan directed Ledger in 2008's comic book smash \\\"The Dark Knight.\\\" The actor died at the age 28 of an accidental overdose after filming was complete but before the movie was released.\",\"score\":0.91416,\"raw_content\":null},{\"title\":\"Golden Globe Awards 2024 - CNN\",\"url\":\"https://www.cnn.com/entertainment/live-news/golden-globes-01-07-24/index.html\",\"content\":\"Christopher Nolan's three-hour biography about J. Robert Oppenheimer, the physicist behind the Manhattan Project, has won the award for best motion picture drama at the 2024 Golden Globes.\\\"\",\"score\":0.90887,\"raw_content\":null}]",
          "tool_call_id": "call_JgY4gYrr0QowCPLrmQzW49Yz",
          "additional_kwargs": {}
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[llm/start] [1:llm:ChatOpenAI] Entering LLM run with input: {
  "messages": [
    [
      {
        "lc": 1,
        "type": "constructor",
        "id": [
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          "messages",
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        "kwargs": {
          "content": "You are a helpful assistant",
          "additional_kwargs": {}
        }
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      {
        "lc": 1,
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        "kwargs": {
          "content": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
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      {
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                  "arguments": "{\"input\":\"director of the 2023 film Oppenheimer\"}"
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      {
        "lc": 1,
        "type": "constructor",
        "id": [
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          "content": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. The movie, adapted from the Pulitzer ...\",\"score\":0.97379,\"raw_content\":null},{\"title\":\"Oppenheimer (film) - Wikipedia\",\"url\":\"https://en.wikipedia.org/wiki/Oppenheimer_(film)\",\"content\":\"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\\nCritical response\\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \\\"more objective view of his story from a different character's point of view\\\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. [for Oppenheimer] in his approach to trying to deal with the consequences of what he'd been involved with\\\", while also underscoring that it is a \\\"huge shift in perception about the reality of Oppenheimer's perception\\\".[53] He wanted to execute a quick tonal shift after the atomic bombings of Hiroshima and Nagasaki, desiring to go from the \\\"highest triumphalism, the highest high, to the lowest low in the shortest amount of screen time possible\\\".[66] For the ending, Nolan chose to make it intentionally vague to be open to interpretation and refrained from being didactic or conveying specific messages in his work.\",\"score\":0.96785,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - Full Cast & Crew - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/fullcredits/\",\"content\":\"Ludwig Göransson Cinematography by Hoyte Van Hoytema ... director of photography Editing by Jennifer Lame Casting By John Papsidera ... (casting by) Production Design by Ruth De Jong Art Direction by Set Decoration by Costume Design by Ellen Mirojnick Makeup Department Production Management Second Unit Director or Assistant Director Art Department\",\"score\":0.94302,\"raw_content\":null},{\"title\":\"'Oppenheimer' director Christopher Nolan honors Heath Ledger while ...\",\"url\":\"https://www.cnn.com/2024/01/07/entertainment/christopher-nolan-heath-ledger-golden-globes/index.html\",\"content\":\"Christopher Nolan won the best director Golden Globe award on Sunday for his 2023 film \\\"Oppenheimer,\\\" and he took the opportunity to honor the late Heath Ledger during his acceptance speech.\",\"score\":0.92034,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/\",\"content\":\"Oppenheimer: Directed by Christopher Nolan. With Cillian Murphy, Emily Blunt, Robert Downey Jr., Alden Ehrenreich. The story of American scientist J. Robert Oppenheimer and his role in the development of the atomic bomb.\",\"score\":0.91336,\"raw_content\":null}]",
          "tool_call_id": "call_0zHsbXv2AEH9JbkdZ326nbf4",
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          "content": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe For ... - Deadline\",\"url\":\"https://deadline.com/2024/01/christopher-nolan-best-director-golden-globe-oppenheimer-1235697557/\",\"content\":\"Christopher Nolan Wins Best Director Golden Globe For 'Oppenheimer,' Remembers Heath Ledger In His Acceptance Speech. ... 9 First Weekend Of 2024 Down 18%, As 'Wonka' Makes $14M+, ...\",\"score\":0.97444,\"raw_content\":null},{\"title\":\"Christopher Nolan remembers Heath Ledger while accepting his first ...\",\"url\":\"https://ew.com/christopher-nolans-wins-first-golden-globe-remembers-accepting-heath-ledger-posthumous-award-8423378\",\"content\":\"Oppenheimer. Nolan won Best Director of a Motion Picture at the 2024 ceremony. Christopher Nolan remembered his late friend Heath Ledger while accepting his first-ever Golden Globes win. During ...\",\"score\":0.93349,\"raw_content\":null},{\"title\":\"How Christopher Nolan Honored Heath Ledger at 2024 Golden Globes\",\"url\":\"https://www.eonline.com/news/1392547/how-the-dark-knights-christopher-nolan-honored-heath-ledger-at-2024-golden-globes\",\"content\":\"When Christopher Nolan accepted his Best Directing award at the 2024 Golden Globes, he paid tribute to the late actor by sharing a touching memory on how he coped with his 2008 death. \\\"The only ...\",\"score\":0.9293,\"raw_content\":null},{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for ... - Variety\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"Nolan directed Ledger in 2008's comic book smash \\\"The Dark Knight.\\\" The actor died at the age 28 of an accidental overdose after filming was complete but before the movie was released.\",\"score\":0.91416,\"raw_content\":null},{\"title\":\"Golden Globe Awards 2024 - CNN\",\"url\":\"https://www.cnn.com/entertainment/live-news/golden-globes-01-07-24/index.html\",\"content\":\"Christopher Nolan's three-hour biography about J. Robert Oppenheimer, the physicist behind the Manhattan Project, has won the award for best motion picture drama at the 2024 Golden Globes.\\\"\",\"score\":0.90887,\"raw_content\":null}]",
          "tool_call_id": "call_JgY4gYrr0QowCPLrmQzW49Yz",
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}
[llm/end] [1:chain:AgentExecutor > 16:chain:RunnableAgent > 20:llm:ChatOpenAI] [3.59s] Exiting LLM run with output: {
  "generations": [
    [
      {
        "text": "The 2023 film \"Oppenheimer\" was directed by Christopher Nolan. To calculate his age in days, I need to know his birthdate. Let me find that information for you.",
        "message": {
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            "content": "The 2023 film \"Oppenheimer\" was directed by Christopher Nolan. To calculate his age in days, I need to know his birthdate. Let me find that information for you.",
            "additional_kwargs": {
              "tool_calls": [
                {
                  "id": "call_ufy8eeS4GDo1DtcUPoqaz7Tt",
                  "type": "function",
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    "tokenUsage": {
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      "promptTokens": 2066,
      "totalTokens": 2127
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}
[llm/end] [1:llm:ChatOpenAI] [3.60s] Exiting LLM run with output: {
  "generations": [
    [
      {
        "text": "The 2023 film \"Oppenheimer\" was directed by Christopher Nolan. To calculate his age in days, I need to know his birthdate. Let me find that information for you.",
        "message": {
          "lc": 1,
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          "kwargs": {
            "content": "The 2023 film \"Oppenheimer\" was directed by Christopher Nolan. To calculate his age in days, I need to know his birthdate. Let me find that information for you.",
            "additional_kwargs": {
              "tool_calls": [
                {
                  "id": "call_ufy8eeS4GDo1DtcUPoqaz7Tt",
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[chain/start] [1:chain:AgentExecutor > 16:chain:RunnableAgent > 21:parser:OpenAIToolsAgentOutputParser] Entering Chain run with input: {
  "lc": 1,
  "type": "constructor",
  "id": [
    "langchain_core",
    "messages",
    "AIMessage"
  ],
  "kwargs": {
    "content": "The 2023 film \"Oppenheimer\" was directed by Christopher Nolan. To calculate his age in days, I need to know his birthdate. Let me find that information for you.",
    "additional_kwargs": {
      "tool_calls": [
        {
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            "arguments": "{\"input\":\"Christopher Nolan birthdate\"}"
          }
        }
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}
[chain/end] [1:chain:AgentExecutor > 16:chain:RunnableAgent > 21:parser:OpenAIToolsAgentOutputParser] [113ms] Exiting Chain run with output: {
  "output": [
    {
      "tool": "tavily_search_results_json",
      "toolInput": {
        "input": "Christopher Nolan birthdate"
      },
      "toolCallId": "call_ufy8eeS4GDo1DtcUPoqaz7Tt",
      "log": "Invoking \"tavily_search_results_json\" with {\"input\":\"Christopher Nolan birthdate\"}\nThe 2023 film \"Oppenheimer\" was directed by Christopher Nolan. To calculate his age in days, I need to know his birthdate. Let me find that information for you.",
      "messageLog": [
        {
          "lc": 1,
          "type": "constructor",
          "id": [
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          "kwargs": {
            "content": "The 2023 film \"Oppenheimer\" was directed by Christopher Nolan. To calculate his age in days, I need to know his birthdate. Let me find that information for you.",
            "additional_kwargs": {
              "tool_calls": [
                {
                  "id": "call_ufy8eeS4GDo1DtcUPoqaz7Tt",
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                  "function": {
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                    "arguments": "{\"input\":\"Christopher Nolan birthdate\"}"
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}
[chain/end] [1:chain:AgentExecutor > 16:chain:RunnableAgent] [4.82s] Exiting Chain run with output: {
  "output": [
    {
      "tool": "tavily_search_results_json",
      "toolInput": {
        "input": "Christopher Nolan birthdate"
      },
      "toolCallId": "call_ufy8eeS4GDo1DtcUPoqaz7Tt",
      "log": "Invoking \"tavily_search_results_json\" with {\"input\":\"Christopher Nolan birthdate\"}\nThe 2023 film \"Oppenheimer\" was directed by Christopher Nolan. To calculate his age in days, I need to know his birthdate. Let me find that information for you.",
      "messageLog": [
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          "lc": 1,
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          "id": [
            "langchain_core",
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          "kwargs": {
            "content": "The 2023 film \"Oppenheimer\" was directed by Christopher Nolan. To calculate his age in days, I need to know his birthdate. Let me find that information for you.",
            "additional_kwargs": {
              "tool_calls": [
                {
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                  "function": {
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                    "arguments": "{\"input\":\"Christopher Nolan birthdate\"}"
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              ]
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}
[agent/action] [1:chain:AgentExecutor] Agent selected action: {
  "tool": "tavily_search_results_json",
  "toolInput": {
    "input": "Christopher Nolan birthdate"
  },
  "toolCallId": "call_ufy8eeS4GDo1DtcUPoqaz7Tt",
  "log": "Invoking \"tavily_search_results_json\" with {\"input\":\"Christopher Nolan birthdate\"}\nThe 2023 film \"Oppenheimer\" was directed by Christopher Nolan. To calculate his age in days, I need to know his birthdate. Let me find that information for you.",
  "messageLog": [
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      "kwargs": {
        "content": "The 2023 film \"Oppenheimer\" was directed by Christopher Nolan. To calculate his age in days, I need to know his birthdate. Let me find that information for you.",
        "additional_kwargs": {
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            {
              "id": "call_ufy8eeS4GDo1DtcUPoqaz7Tt",
              "type": "function",
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                "arguments": "{\"input\":\"Christopher Nolan birthdate\"}"
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[tool/start] [1:chain:AgentExecutor > 22:tool:TavilySearchResults] Entering Tool run with input: "Christopher Nolan birthdate"
[tool/start] [1:tool:TavilySearchResults] Entering Tool run with input: "Christopher Nolan birthdate"
[tool/end] [1:chain:AgentExecutor > 22:tool:TavilySearchResults] [1.94s] Exiting Tool run with output: "[{"title":"'Oppenheimer' leading Golden Globes with wins for Murphy, Downey Jr., Nolan","url":"https://www.cnbc.com/2024/01/08/oppenheimer-leading-golden-globes-with-wins-for-murphy-downey-jr-nolan.html","content":"Published Mon, Jan 8 202412:10 AM EST. Jake Coyle. Share. BEVERLY HILLS, CALIFORNIA - JANUARY 07: (L-R) Cillian Murphy, winner of the Best Performance by a Male Actor in a Motion Picture - Drama ...","score":0.95704,"raw_content":null},{"title":"Watch the Opening Scene of 'Oppenheimer' - The New York Times","url":"https://www.nytimes.com/2024/01/08/movies/oppenheimer-clip.html","content":"Jan. 8, 2024, 3:29 p.m. ET. In \"Anatomy of a Scene,\" we ask directors to reveal the secrets that go into making key scenes in their movies. See new episodes in the series on Fridays. You can ...","score":0.93934,"raw_content":null},{"title":"Here's the full list of 2024 Golden Globe winners - Boston.com","url":"https://www.boston.com/culture/entertainment/2024/01/08/heres-the-full-list-of-2024-golden-globe-winners/","content":"Entertainment Here's the full list of 2024 Golden Globe winners Christopher Nolan's blockbuster biopic \"Oppenheimer\" dominated the 81st Golden Globes, winning five awards including best drama.","score":0.93627,"raw_content":null},{"title":"Christopher Nolan's 'Oppenheimer' dominates Golden Globes 2024 with ...","url":"https://www.euronews.com/2024/01/08/christopher-nolans-oppenheimer-dominates-golden-globes-2024-with-five-awards","content":"The film also won best director for Nolan, best drama actor for Cillian Murphy, best supporting actor for Robert Downey Jr. and for Ludwig Göransson's score. ... Published on 08/01/2024 - 05:57 ...","score":0.90873,"raw_content":null},{"title":"Christopher Nolan's 'Oppenheimer' dominates Golden Globes","url":"https://www.euronews.com/culture/2024/01/08/christopher-nolans-oppenheimer-dominates-golden-globes-2024-with-five-awards","content":"Published on 08/01/2024 - 05:57 • Updated ... Christopher Nolan's acclaimed biopic Oppenheimer emerged as the big winner at the 81st Golden Globes, securing five wins, ...","score":0.90164,"raw_content":null}]"
[tool/end] [1:tool:TavilySearchResults] [1.94s] Exiting Tool run with output: "[{"title":"'Oppenheimer' leading Golden Globes with wins for Murphy, Downey Jr., Nolan","url":"https://www.cnbc.com/2024/01/08/oppenheimer-leading-golden-globes-with-wins-for-murphy-downey-jr-nolan.html","content":"Published Mon, Jan 8 202412:10 AM EST. Jake Coyle. Share. BEVERLY HILLS, CALIFORNIA - JANUARY 07: (L-R) Cillian Murphy, winner of the Best Performance by a Male Actor in a Motion Picture - Drama ...","score":0.95704,"raw_content":null},{"title":"Watch the Opening Scene of 'Oppenheimer' - The New York Times","url":"https://www.nytimes.com/2024/01/08/movies/oppenheimer-clip.html","content":"Jan. 8, 2024, 3:29 p.m. ET. In \"Anatomy of a Scene,\" we ask directors to reveal the secrets that go into making key scenes in their movies. See new episodes in the series on Fridays. You can ...","score":0.93934,"raw_content":null},{"title":"Here's the full list of 2024 Golden Globe winners - Boston.com","url":"https://www.boston.com/culture/entertainment/2024/01/08/heres-the-full-list-of-2024-golden-globe-winners/","content":"Entertainment Here's the full list of 2024 Golden Globe winners Christopher Nolan's blockbuster biopic \"Oppenheimer\" dominated the 81st Golden Globes, winning five awards including best drama.","score":0.93627,"raw_content":null},{"title":"Christopher Nolan's 'Oppenheimer' dominates Golden Globes 2024 with ...","url":"https://www.euronews.com/2024/01/08/christopher-nolans-oppenheimer-dominates-golden-globes-2024-with-five-awards","content":"The film also won best director for Nolan, best drama actor for Cillian Murphy, best supporting actor for Robert Downey Jr. and for Ludwig Göransson's score. ... Published on 08/01/2024 - 05:57 ...","score":0.90873,"raw_content":null},{"title":"Christopher Nolan's 'Oppenheimer' dominates Golden Globes","url":"https://www.euronews.com/culture/2024/01/08/christopher-nolans-oppenheimer-dominates-golden-globes-2024-with-five-awards","content":"Published on 08/01/2024 - 05:57 • Updated ... Christopher Nolan's acclaimed biopic Oppenheimer emerged as the big winner at the 81st Golden Globes, securing five wins, ...","score":0.90164,"raw_content":null}]"
[chain/start] [1:chain:AgentExecutor > 23:chain:RunnableAgent] Entering Chain run with input: {
  "input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
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The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. [for Oppenheimer] in his approach to trying to deal with the consequences of what he'd been involved with\\\", while also underscoring that it is a \\\"huge shift in perception about the reality of Oppenheimer's perception\\\".[53] He wanted to execute a quick tonal shift after the atomic bombings of Hiroshima and Nagasaki, desiring to go from the \\\"highest triumphalism, the highest high, to the lowest low in the shortest amount of screen time possible\\\".[66] For the ending, Nolan chose to make it intentionally vague to be open to interpretation and refrained from being didactic or conveying specific messages in his work.\",\"score\":0.96785,\"raw_content\":null},{\"title\":\"Oppenheimer (2023) - Full Cast & Crew - IMDb\",\"url\":\"https://www.imdb.com/title/tt15398776/fullcredits/\",\"content\":\"Ludwig Göransson Cinematography by Hoyte Van Hoytema ... director of photography Editing by Jennifer Lame Casting By John Papsidera ... 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        "log": "Invoking \"tavily_search_results_json\" with {\"input\":\"Christopher Nolan birthdate\"}\nThe 2023 film \"Oppenheimer\" was directed by Christopher Nolan. To calculate his age in days, I need to know his birthdate. Let me find that information for you.",
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      "observation": "[{\"title\":\"'Oppenheimer' leading Golden Globes with wins for Murphy, Downey Jr., Nolan\",\"url\":\"https://www.cnbc.com/2024/01/08/oppenheimer-leading-golden-globes-with-wins-for-murphy-downey-jr-nolan.html\",\"content\":\"Published Mon, Jan 8 202412:10 AM EST. Jake Coyle. Share. BEVERLY HILLS, CALIFORNIA - JANUARY 07: (L-R) Cillian Murphy, winner of the Best Performance by a Male Actor in a Motion Picture - Drama ...\",\"score\":0.95704,\"raw_content\":null},{\"title\":\"Watch the Opening Scene of 'Oppenheimer' - The New York Times\",\"url\":\"https://www.nytimes.com/2024/01/08/movies/oppenheimer-clip.html\",\"content\":\"Jan. 8, 2024, 3:29 p.m. ET. In \\\"Anatomy of a Scene,\\\" we ask directors to reveal the secrets that go into making key scenes in their movies. See new episodes in the series on Fridays. You can ...\",\"score\":0.93934,\"raw_content\":null},{\"title\":\"Here's the full list of 2024 Golden Globe winners - Boston.com\",\"url\":\"https://www.boston.com/culture/entertainment/2024/01/08/heres-the-full-list-of-2024-golden-globe-winners/\",\"content\":\"Entertainment Here's the full list of 2024 Golden Globe winners Christopher Nolan's blockbuster biopic \\\"Oppenheimer\\\" dominated the 81st Golden Globes, winning five awards including best drama.\",\"score\":0.93627,\"raw_content\":null},{\"title\":\"Christopher Nolan's 'Oppenheimer' dominates Golden Globes 2024 with ...\",\"url\":\"https://www.euronews.com/2024/01/08/christopher-nolans-oppenheimer-dominates-golden-globes-2024-with-five-awards\",\"content\":\"The film also won best director for Nolan, best drama actor for Cillian Murphy, best supporting actor for Robert Downey Jr. and for Ludwig Göransson's score. ... Published on 08/01/2024 - 05:57 ...\",\"score\":0.90873,\"raw_content\":null},{\"title\":\"Christopher Nolan's 'Oppenheimer' dominates Golden Globes\",\"url\":\"https://www.euronews.com/culture/2024/01/08/christopher-nolans-oppenheimer-dominates-golden-globes-2024-with-five-awards\",\"content\":\"Published on 08/01/2024 - 05:57 • Updated ... Christopher Nolan's acclaimed biopic Oppenheimer emerged as the big winner at the 81st Golden Globes, securing five wins, ...\",\"score\":0.90164,\"raw_content\":null}]"
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[chain/start] [1:chain:AgentExecutor > 23:chain:RunnableAgent > 24:chain:RunnableMap] Entering Chain run with input: {
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    "input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
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The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. 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[chain/start] [1:chain:AgentExecutor > 23:chain:RunnableAgent > 24:chain:RunnableMap > 25:chain:RunnableLambda] Entering Chain run with input: {
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The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. 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[chain/end] [1:chain:AgentExecutor > 23:chain:RunnableAgent > 24:chain:RunnableMap > 25:chain:RunnableLambda] [110ms] Exiting Chain run with output: {
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        "content": "The 2023 film \"Oppenheimer\" was directed by Christopher Nolan. To calculate his age in days, I need to know his birthdate. Let me find that information for you.",
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[chain/end] [1:chain:AgentExecutor > 23:chain:RunnableAgent > 24:chain:RunnableMap] [344ms] Exiting Chain run with output: {
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        "content": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"\\\"Oppenheimer,\\\" the unlikiest of summer blockbusters, crushed expectations to become the third-highest grossing release of 2023 with $951 million worldwide. 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The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. He felt that \\\"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\\\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \\\"emotional\\\" and resembling that of a thriller, while also remarking that Nolan had \\\"Trojan-Horsed a biopic into a thriller\\\".[72]\\nCasting\\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. 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[chain/start] [1:chain:AgentExecutor > 23:chain:RunnableAgent > 26:prompt:ChatPromptTemplate] Entering Chain run with input: {
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The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \\\"big-atures\\\", since the special effects team had tried to build the models as physically large as possible. 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[llm/start] [1:chain:AgentExecutor > 23:chain:RunnableAgent > 27:llm:ChatOpenAI] Entering LLM run with input: {
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[llm/start] [1:llm:ChatOpenAI] Entering LLM run with input: {
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        "kwargs": {
          "content": "[{\"title\":\"Christopher Nolan Wins Best Director Golden Globe For ... - Deadline\",\"url\":\"https://deadline.com/2024/01/christopher-nolan-best-director-golden-globe-oppenheimer-1235697557/\",\"content\":\"Christopher Nolan Wins Best Director Golden Globe For 'Oppenheimer,' Remembers Heath Ledger In His Acceptance Speech. ... 9 First Weekend Of 2024 Down 18%, As 'Wonka' Makes $14M+, ...\",\"score\":0.97444,\"raw_content\":null},{\"title\":\"Christopher Nolan remembers Heath Ledger while accepting his first ...\",\"url\":\"https://ew.com/christopher-nolans-wins-first-golden-globe-remembers-accepting-heath-ledger-posthumous-award-8423378\",\"content\":\"Oppenheimer. Nolan won Best Director of a Motion Picture at the 2024 ceremony. Christopher Nolan remembered his late friend Heath Ledger while accepting his first-ever Golden Globes win. During ...\",\"score\":0.93349,\"raw_content\":null},{\"title\":\"How Christopher Nolan Honored Heath Ledger at 2024 Golden Globes\",\"url\":\"https://www.eonline.com/news/1392547/how-the-dark-knights-christopher-nolan-honored-heath-ledger-at-2024-golden-globes\",\"content\":\"When Christopher Nolan accepted his Best Directing award at the 2024 Golden Globes, he paid tribute to the late actor by sharing a touching memory on how he coped with his 2008 death. \\\"The only ...\",\"score\":0.9293,\"raw_content\":null},{\"title\":\"Christopher Nolan Wins Best Director Golden Globe for ... - Variety\",\"url\":\"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/\",\"content\":\"Nolan directed Ledger in 2008's comic book smash \\\"The Dark Knight.\\\" The actor died at the age 28 of an accidental overdose after filming was complete but before the movie was released.\",\"score\":0.91416,\"raw_content\":null},{\"title\":\"Golden Globe Awards 2024 - CNN\",\"url\":\"https://www.cnn.com/entertainment/live-news/golden-globes-01-07-24/index.html\",\"content\":\"Christopher Nolan's three-hour biography about J. Robert Oppenheimer, the physicist behind the Manhattan Project, has won the award for best motion picture drama at the 2024 Golden Globes.\\\"\",\"score\":0.90887,\"raw_content\":null}]",
          "tool_call_id": "call_JgY4gYrr0QowCPLrmQzW49Yz",
          "additional_kwargs": {}
        }
      },
      {
        "lc": 1,
        "type": "constructor",
        "id": [
          "langchain_core",
          "messages",
          "AIMessage"
        ],
        "kwargs": {
          "content": "The 2023 film \"Oppenheimer\" was directed by Christopher Nolan. To calculate his age in days, I need to know his birthdate. Let me find that information for you.",
          "additional_kwargs": {
            "tool_calls": [
              {
                "id": "call_ufy8eeS4GDo1DtcUPoqaz7Tt",
                "type": "function",
                "function": {
                  "name": "tavily_search_results_json",
                  "arguments": "{\"input\":\"Christopher Nolan birthdate\"}"
                }
              }
            ]
          }
        }
      },
      {
        "lc": 1,
        "type": "constructor",
        "id": [
          "langchain_core",
          "messages",
          "ToolMessage"
        ],
        "kwargs": {
          "content": "[{\"title\":\"'Oppenheimer' leading Golden Globes with wins for Murphy, Downey Jr., Nolan\",\"url\":\"https://www.cnbc.com/2024/01/08/oppenheimer-leading-golden-globes-with-wins-for-murphy-downey-jr-nolan.html\",\"content\":\"Published Mon, Jan 8 202412:10 AM EST. Jake Coyle. Share. BEVERLY HILLS, CALIFORNIA - JANUARY 07: (L-R) Cillian Murphy, winner of the Best Performance by a Male Actor in a Motion Picture - Drama ...\",\"score\":0.95704,\"raw_content\":null},{\"title\":\"Watch the Opening Scene of 'Oppenheimer' - The New York Times\",\"url\":\"https://www.nytimes.com/2024/01/08/movies/oppenheimer-clip.html\",\"content\":\"Jan. 8, 2024, 3:29 p.m. ET. In \\\"Anatomy of a Scene,\\\" we ask directors to reveal the secrets that go into making key scenes in their movies. See new episodes in the series on Fridays. You can ...\",\"score\":0.93934,\"raw_content\":null},{\"title\":\"Here's the full list of 2024 Golden Globe winners - Boston.com\",\"url\":\"https://www.boston.com/culture/entertainment/2024/01/08/heres-the-full-list-of-2024-golden-globe-winners/\",\"content\":\"Entertainment Here's the full list of 2024 Golden Globe winners Christopher Nolan's blockbuster biopic \\\"Oppenheimer\\\" dominated the 81st Golden Globes, winning five awards including best drama.\",\"score\":0.93627,\"raw_content\":null},{\"title\":\"Christopher Nolan's 'Oppenheimer' dominates Golden Globes 2024 with ...\",\"url\":\"https://www.euronews.com/2024/01/08/christopher-nolans-oppenheimer-dominates-golden-globes-2024-with-five-awards\",\"content\":\"The film also won best director for Nolan, best drama actor for Cillian Murphy, best supporting actor for Robert Downey Jr. and for Ludwig Göransson's score. ... Published on 08/01/2024 - 05:57 ...\",\"score\":0.90873,\"raw_content\":null},{\"title\":\"Christopher Nolan's 'Oppenheimer' dominates Golden Globes\",\"url\":\"https://www.euronews.com/culture/2024/01/08/christopher-nolans-oppenheimer-dominates-golden-globes-2024-with-five-awards\",\"content\":\"Published on 08/01/2024 - 05:57 • Updated ... Christopher Nolan's acclaimed biopic Oppenheimer emerged as the big winner at the 81st Golden Globes, securing five wins, ...\",\"score\":0.90164,\"raw_content\":null}]",
          "tool_call_id": "call_ufy8eeS4GDo1DtcUPoqaz7Tt",
          "additional_kwargs": {}
        }
      }
    ]
  ]
}
[llm/end] [1:chain:AgentExecutor > 23:chain:RunnableAgent > 27:llm:ChatOpenAI] [8.73s] Exiting LLM run with output: {
  "generations": [
    [
      {
        "text": "I apologize for the inconvenience, but it seems I am unable to find Christopher Nolan's birthdate directly from the search results. However, I can provide you with the information that Christopher Nolan was born on July 30, 1970. Now, let's calculate his age in days as of 2023.\n\nFirst, we need to calculate his age in years as of 2023, and then we can convert that to days by multiplying by 365 (assuming a non-leap year for simplicity).\n\nChristopher Nolan's age in 2023:\n2023 - 1970 = 53 years\n\nNow, let's calculate his age in days:\n53 years * 365 days/year = 19,345 days\n\nTherefore, as of 2023, Christopher Nolan is approximately 19,345 days old.",
        "message": {
          "lc": 1,
          "type": "constructor",
          "id": [
            "langchain_core",
            "messages",
            "AIMessage"
          ],
          "kwargs": {
            "content": "I apologize for the inconvenience, but it seems I am unable to find Christopher Nolan's birthdate directly from the search results. However, I can provide you with the information that Christopher Nolan was born on July 30, 1970. Now, let's calculate his age in days as of 2023.\n\nFirst, we need to calculate his age in years as of 2023, and then we can convert that to days by multiplying by 365 (assuming a non-leap year for simplicity).\n\nChristopher Nolan's age in 2023:\n2023 - 1970 = 53 years\n\nNow, let's calculate his age in days:\n53 years * 365 days/year = 19,345 days\n\nTherefore, as of 2023, Christopher Nolan is approximately 19,345 days old.",
            "additional_kwargs": {}
          }
        },
        "generationInfo": {
          "finish_reason": "stop"
        }
      }
    ]
  ],
  "llmOutput": {
    "tokenUsage": {
      "completionTokens": 166,
      "promptTokens": 2753,
      "totalTokens": 2919
    }
  }
}
[llm/end] [1:llm:ChatOpenAI] [8.74s] Exiting LLM run with output: {
  "generations": [
    [
      {
        "text": "I apologize for the inconvenience, but it seems I am unable to find Christopher Nolan's birthdate directly from the search results. However, I can provide you with the information that Christopher Nolan was born on July 30, 1970. Now, let's calculate his age in days as of 2023.\n\nFirst, we need to calculate his age in years as of 2023, and then we can convert that to days by multiplying by 365 (assuming a non-leap year for simplicity).\n\nChristopher Nolan's age in 2023:\n2023 - 1970 = 53 years\n\nNow, let's calculate his age in days:\n53 years * 365 days/year = 19,345 days\n\nTherefore, as of 2023, Christopher Nolan is approximately 19,345 days old.",
        "message": {
          "lc": 1,
          "type": "constructor",
          "id": [
            "langchain_core",
            "messages",
            "AIMessage"
          ],
          "kwargs": {
            "content": "I apologize for the inconvenience, but it seems I am unable to find Christopher Nolan's birthdate directly from the search results. However, I can provide you with the information that Christopher Nolan was born on July 30, 1970. Now, let's calculate his age in days as of 2023.\n\nFirst, we need to calculate his age in years as of 2023, and then we can convert that to days by multiplying by 365 (assuming a non-leap year for simplicity).\n\nChristopher Nolan's age in 2023:\n2023 - 1970 = 53 years\n\nNow, let's calculate his age in days:\n53 years * 365 days/year = 19,345 days\n\nTherefore, as of 2023, Christopher Nolan is approximately 19,345 days old.",
            "additional_kwargs": {}
          }
        },
        "generationInfo": {
          "finish_reason": "stop"
        }
      }
    ]
  ],
  "llmOutput": {
    "tokenUsage": {
      "completionTokens": 166,
      "promptTokens": 2753,
      "totalTokens": 2919
    }
  }
}
[chain/start] [1:chain:AgentExecutor > 23:chain:RunnableAgent > 28:parser:OpenAIToolsAgentOutputParser] Entering Chain run with input: {
  "lc": 1,
  "type": "constructor",
  "id": [
    "langchain_core",
    "messages",
    "AIMessage"
  ],
  "kwargs": {
    "content": "I apologize for the inconvenience, but it seems I am unable to find Christopher Nolan's birthdate directly from the search results. However, I can provide you with the information that Christopher Nolan was born on July 30, 1970. Now, let's calculate his age in days as of 2023.\n\nFirst, we need to calculate his age in years as of 2023, and then we can convert that to days by multiplying by 365 (assuming a non-leap year for simplicity).\n\nChristopher Nolan's age in 2023:\n2023 - 1970 = 53 years\n\nNow, let's calculate his age in days:\n53 years * 365 days/year = 19,345 days\n\nTherefore, as of 2023, Christopher Nolan is approximately 19,345 days old.",
    "additional_kwargs": {}
  }
}
[chain/end] [1:chain:AgentExecutor > 23:chain:RunnableAgent > 28:parser:OpenAIToolsAgentOutputParser] [143ms] Exiting Chain run with output: {
  "returnValues": {
    "output": "I apologize for the inconvenience, but it seems I am unable to find Christopher Nolan's birthdate directly from the search results. However, I can provide you with the information that Christopher Nolan was born on July 30, 1970. Now, let's calculate his age in days as of 2023.\n\nFirst, we need to calculate his age in years as of 2023, and then we can convert that to days by multiplying by 365 (assuming a non-leap year for simplicity).\n\nChristopher Nolan's age in 2023:\n2023 - 1970 = 53 years\n\nNow, let's calculate his age in days:\n53 years * 365 days/year = 19,345 days\n\nTherefore, as of 2023, Christopher Nolan is approximately 19,345 days old."
  },
  "log": "I apologize for the inconvenience, but it seems I am unable to find Christopher Nolan's birthdate directly from the search results. However, I can provide you with the information that Christopher Nolan was born on July 30, 1970. Now, let's calculate his age in days as of 2023.\n\nFirst, we need to calculate his age in years as of 2023, and then we can convert that to days by multiplying by 365 (assuming a non-leap year for simplicity).\n\nChristopher Nolan's age in 2023:\n2023 - 1970 = 53 years\n\nNow, let's calculate his age in days:\n53 years * 365 days/year = 19,345 days\n\nTherefore, as of 2023, Christopher Nolan is approximately 19,345 days old."
}
[chain/end] [1:chain:AgentExecutor > 23:chain:RunnableAgent] [10.10s] Exiting Chain run with output: {
  "returnValues": {
    "output": "I apologize for the inconvenience, but it seems I am unable to find Christopher Nolan's birthdate directly from the search results. However, I can provide you with the information that Christopher Nolan was born on July 30, 1970. Now, let's calculate his age in days as of 2023.\n\nFirst, we need to calculate his age in years as of 2023, and then we can convert that to days by multiplying by 365 (assuming a non-leap year for simplicity).\n\nChristopher Nolan's age in 2023:\n2023 - 1970 = 53 years\n\nNow, let's calculate his age in days:\n53 years * 365 days/year = 19,345 days\n\nTherefore, as of 2023, Christopher Nolan is approximately 19,345 days old."
  },
  "log": "I apologize for the inconvenience, but it seems I am unable to find Christopher Nolan's birthdate directly from the search results. However, I can provide you with the information that Christopher Nolan was born on July 30, 1970. Now, let's calculate his age in days as of 2023.\n\nFirst, we need to calculate his age in years as of 2023, and then we can convert that to days by multiplying by 365 (assuming a non-leap year for simplicity).\n\nChristopher Nolan's age in 2023:\n2023 - 1970 = 53 years\n\nNow, let's calculate his age in days:\n53 years * 365 days/year = 19,345 days\n\nTherefore, as of 2023, Christopher Nolan is approximately 19,345 days old."
}
[chain/end] [1:chain:AgentExecutor] [27.44s] Exiting Chain run with output: {
  "input": "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
  "output": "I apologize for the inconvenience, but it seems I am unable to find Christopher Nolan's birthdate directly from the search results. However, I can provide you with the information that Christopher Nolan was born on July 30, 1970. Now, let's calculate his age in days as of 2023.\n\nFirst, we need to calculate his age in years as of 2023, and then we can convert that to days by multiplying by 365 (assuming a non-leap year for simplicity).\n\nChristopher Nolan's age in 2023:\n2023 - 1970 = 53 years\n\nNow, let's calculate his age in days:\n53 years * 365 days/year = 19,345 days\n\nTherefore, as of 2023, Christopher Nolan is approximately 19,345 days old."
}
{
  input: 'Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?',
  output: "I apologize for the inconvenience, but it seems I am unable to find Christopher Nolan's birthdate directly from the search results. However, I can provide you with the information that Christopher Nolan was born on July 30, 1970. Now, let's calculate his age in days as of 2023.\n" +
    '\n' +
    'First, we need to calculate his age in years as of 2023, and then we can convert that to days by multiplying by 365 (assuming a non-leap year for simplicity).\n' +
    '\n' +
    "Christopher Nolan's age in 2023:\n" +
    '2023 - 1970 = 53 years\n' +
    '\n' +
    "Now, let's calculate his age in days:\n" +
    '53 years * 365 days/year = 19,345 days\n' +
    '\n' +
    'Therefore, as of 2023, Christopher Nolan is approximately 19,345 days old.'
}

Tool({ ..., verbose: true })

You can also scope verbosity down to a single object, in which case only the inputs and outputs to that object are printed (along with any additional callbacks calls made specifically by that object).

import { AgentExecutor, createOpenAIToolsAgent } from "langchain/agents";
import { pull } from "langchain/hub";
import { ChatOpenAI } from "@langchain/openai";
import type { ChatPromptTemplate } from "@langchain/core/prompts";
import { TavilySearchResults } from "@langchain/community/tools/tavily_search";
import { Calculator } from "@langchain/community/tools/calculator";

const tools = [
  new TavilySearchResults({ verbose: true }),
  new Calculator({ verbose: true }),
];
const prompt = await pull<ChatPromptTemplate>("hwchase17/openai-tools-agent");
const llm = new ChatOpenAI({
  model: "gpt-4-1106-preview",
  temperature: 0,
  verbose: false,
});
const agent = await createOpenAIToolsAgent({
  llm,
  tools,
  prompt,
});
const agentExecutor = new AgentExecutor({
  agent,
  tools,
  verbose: false,
});

API Reference:

• AgentExecutor from langchain/agents
• createOpenAIToolsAgent from langchain/agents
• pull from langchain/hub
• ChatOpenAI from @langchain/openai
• ChatPromptTemplate from @langchain/core/prompts
• TavilySearchResults from @langchain/community/tools/tavily_search
• Calculator from @langchain/community/tools/calculator

const result = await agentExecutor.invoke({
  input:
    "Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?",
});
console.log(result);

Console output

[tool/start] [1:tool:TavilySearchResults] Entering Tool run with input: "director of 2023 film Oppenheimer"
[tool/end] [1:tool:TavilySearchResults] [2.26s] Exiting Tool run with output: "[{"title":"Oppenheimer (2023) - IMDb","url":"https://www.imdb.com/title/tt15398776/","content":"Oppenheimer: Directed by Christopher Nolan. With Cillian Murphy, Emily Blunt, Robert Downey Jr., Alden Ehrenreich. The story of American scientist J. Robert Oppenheimer and his role in the development of the atomic bomb.","score":0.95419,"raw_content":null},{"title":"Christopher Nolan Wins Best Director Golden Globe for 'Oppenheimer'","url":"https://variety.com/2024/film/awards/christopher-nolan-golden-globes-best-director-oppenheimer-1235860547/#!","content":"Christopher Nolan was lauded as best director at the Golden Globes for \" Oppenheimer ,\" a grim, three-hour historical drama that ignited the box office. It marks Nolan's first Globe win ...","score":0.94788,"raw_content":null},{"title":"Oppenheimer (2023) - Full Cast & Crew - IMDb","url":"https://www.imdb.com/title/tt15398776/fullcredits/","content":"Directed by Christopher Nolan ... (directed by) Writing Credits Cast (in credits order) complete, awaiting verification Produced by Music by Ludwig Göransson Cinematography by Hoyte Van Hoytema ... director of photography Editing by Jennifer Lame Casting By John Papsidera ... (casting by) Production Design by Ruth De Jong Art Direction by","score":0.94173,"raw_content":null},{"title":"'Oppenheimer' director Christopher Nolan honors Heath Ledger while ...","url":"https://www.cnn.com/2024/01/07/entertainment/christopher-nolan-heath-ledger-golden-globes/index.html","content":"CNN values your feedback\nChristopher Nolan honors ‘Dark Knight’ star Heath Ledger while accepting Golden Globe\nChristopher Nolan won the best director Golden Globe award on Sunday for his 2023 film “Oppenheimer,” and he took the opportunity to honor the late Heath Ledger during his acceptance speech.\n He went on to say that in the middle of his speech at the time, “I glanced up and Robert Downey Jr. caught my eye and gave me a look of love and support.”\n He posthumously won both a Golden Globe as well as an Academy Award for best supporting actor for his work as the Joker in Nolan’s 2008 masterpiece “The Dark Knight.”\n See the full list of winners\nDowney Jr. along with his co-star Cillian Murphy each won Globes on Sunday for their performances in Nolan’s “Oppenheimer” on Sunday night. Same love and support he’s shown so many people in our community for so many years,” he added.\n","score":0.93823,"raw_content":null},{"title":"Oppenheimer (film) - Wikipedia","url":"https://en.wikipedia.org/wiki/Oppenheimer_(film)","content":"The film continued to hold well in the following weeks, making $32 million and $29.1 million in its fifth and sixth weekends.[174][175] As of September 10, 2023, the highest grossing territories were the United Kingdom ($72 million), Germany ($46.9 million), China ($46.8 million), France ($40.1 million) and Australia ($25.9 million).[176]\nCritical response\nThe film received critical acclaim.[a] Critics praised Oppenheimer primarily for its screenplay, the performances of the cast (particularly Murphy and Downey), and the visuals;[b] it was frequently cited as one of Nolan's best films,[191][192][183] and of 2023, although some criticism was aimed towards the writing of the female characters.[187] Hindustan Times reported that the film was also hailed as one of the best films of the 21st century.[193] He also chose to alternate between scenes in color and black-and-white to convey the story from both subjective and objective perspectives, respectively,[68] with most of Oppenheimer's view shown via the former, while the latter depicts a \"more objective view of his story from a different character's point of view\".[69][67] Wanting to make the film as subjective as possible, the production team decided to include visions of Oppenheimer's conceptions of the quantum world and waves of energy.[70] Nolan noted that Oppenheimer never publicly apologized for his role in the atomic bombings of Hiroshima and Nagasaki, but still desired to portray Oppenheimer as feeling genuine guilt for his actions, believing this to be accurate.[71]\nI think of any character I've dealt with, Oppenheimer is by far the most ambiguous and paradoxical. The production team was able to obtain government permission to film at White Sands Missile Range, but only at highly inconvenient hours, and therefore chose to film the scene elsewhere in the New Mexico desert.[2][95]\nThe production filmed the Trinity test scenes in Belen, New Mexico, with Murphy climbing a 100-foot steel tower, a replica of the original site used in the Manhattan Project, in rough weather.[2][95]\nA special set was built in which gasoline, propane, aluminum powder, and magnesium were used to create the explosive effect.[54] Although they used miniatures for the practical effect, the film's special effects supervisor Scott R. Fisher referred to them as \"big-atures\", since the special effects team had tried to build the models as physically large as possible. He felt that \"while our relationship with that [nuclear] fear has ebbed and flowed with time, the threat itself never actually went away\", and felt the 2022 Russian invasion of Ukraine had caused a resurgence of nuclear anxiety.[54] Nolan had also penned a script for a biopic of Howard Hughes approximately during the time of production of Martin Scorsese's The Aviator (2004), which had given him insight on how to write a script regarding a person's life.[53] Emily Blunt described the Oppenheimer script as \"emotional\" and resembling that of a thriller, while also remarking that Nolan had \"Trojan-Horsed a biopic into a thriller\".[72]\nCasting\nOppenheimer marks the sixth collaboration between Nolan and Murphy, and the first starring Murphy as the lead. [for Oppenheimer] in his approach to trying to deal with the consequences of what he'd been involved with\", while also underscoring that it is a \"huge shift in perception about the reality of Oppenheimer's perception\".[53] He wanted to execute a quick tonal shift after the atomic bombings of Hiroshima and Nagasaki, desiring to go from the \"highest triumphalism, the highest high, to the lowest low in the shortest amount of screen time possible\".[66] For the ending, Nolan chose to make it intentionally vague to be open to interpretation and refrained from being didactic or conveying specific messages in his work.","score":0.90685,"raw_content":null}]"
[tool/start] [1:tool:TavilySearchResults] Entering Tool run with input: "Christopher Nolan birthdate"
[tool/start] [1:tool:Calculator] Entering Tool run with input: "2023 - 1970"
[tool/end] [1:tool:Calculator] [140ms] Exiting Tool run with output: "53"
[tool/end] [1:tool:TavilySearchResults] [1.97s] Exiting Tool run with output: "[{"title":"Christopher Nolan's 'Oppenheimer' dominates Golden Globes 2024 with ...","url":"https://www.euronews.com/2024/01/08/christopher-nolans-oppenheimer-dominates-golden-globes-2024-with-five-awards","content":"Best Performance by a Female Actor in a Limited Series, Anthology Series or a Motion Picture Made for Television\nRiley Keough, Daisy Jones & the Six\nBrie Larson, Lessons in Chemistry\nElizabeth Olsen, Love & Death\nJuno Temple, Fargo\nRachel Weisz, Dead Ringers\nAli Wong, Beef (WINNER)\nBest Performance by a Male Actor in a Limited Series, Anthology Series or a Motion Picture Made for Television\nMatt Bomer, Fellow Travelers\nSam Claflin, Daisy Jones & the Six\nJon Hamm, Fargo\nWoody Harrelson, White House Plumbers\nDavid Oyelowo, Lawmen: Bass Reeves\nSteven Yeun, Beef (WINNER)\nBest Performance by a Female Actor in a Supporting Role on Television\nElizabeth Debicki, The Crown (WINNER)\nAbby Elliott, The Bear\nChristina Ricci, Yellowjackets\nJ. Smith-Cameron, Succession\nMeryl Streep, Only Murders in the Building\nHannah Waddingham, Ted Lasso\nBest Performance by a Male Actor in a Supporting Role on Television\nBilly Crudup, The Morning Show\nMatthew Macfadyen, Succession (WINNER)\nJames Marsden, Jury Duty\nEbon Moss-Bachrach, The Bear\nAlan Ruck, Succession\nAlexander Skarsgard, Succession\nBest Performance in Stand-Up Comedy on Television\nRicky Gervais, Ricky Gervais: Armageddon (WINNER)\nTrevor Noah, Trevor Noah: Where Was I\nChris Rock, Chris Rock: Selective Outrage\nAmy Schumer, Amy Schumer: Emergency Contact\nSarah Silverman, Sarah Silverman: Someone You Love\nWanda Sykes, Wanda Sykes: I’m an Entertainer\nYou might also like\nThe week in pictures: Best Performance by a Male Actor in a Motion Picture – Musical or Comedy\nNicolas Cage, Dream Scenario\nTimothée Chalamet, Wonka\nMatt Damon, Air\nPaul Giamatti, The Holdovers (WINNER)\nJoaquin Phoenix, Beau Is Afraid\nJeffrey Wright, American Fiction\nBest Performance by a Male Actor in a Supporting Role in Any Motion Picture\nWillem Dafoe, Poor Things\nRobert De Niro, Killers of the Flower Moon\nRobert Downey Jr., Oppenheimer (WINNER)\nRyan Gosling, Barbie\nCharles Melton, May December\nMark Ruffalo, Poor Things\nBest Performance by a Female Actor in a Supporting Role in Any Motion Picture\nEmily Blunt, Oppenheimer\nDanielle Brooks, The Color Purple\nJodie Foster, Nyad\nJulianne Moore, May December\nRosamund Pike, Saltburn\nDa’Vine Joy Randolph, The Holdovers (WINNER)\n Best Performance by a Female Actor in a Television Series – Drama\nHelen Mirren, 1923\nBella Ramsey, The Last of Us\nKeri Russell, The Diplomat\nSarah Snook, Succession (WINNER)\nImelda Staunton, The Crown\nEmma Stone, The Curse\nBest Performance by a Male Actor in a Television Series – Drama\nBrian Cox, Succession\nKieran Culkin, Succession (WINNER)\nGary Oldman, Slow Horses\nPedro Pascal, The Last of Us\nJeremy Strong, Succession\nDominic West, The Crown\nBest Performance by a Female Actor in a Television Series – Musical or Comedy\nRachel Brosnahan, The Marvelous Mrs. Maisel\nQuinta Brunson, Abbott Elementary\nAyo Edebiri, The Bear (WINNER)\n Best Director — Motion Picture\nBradley Cooper, Maestro\nGreta Gerwig, Barbie\nYorgos Lanthimos, Poor Things\nChristopher Nolan, Oppenheimer (WINNER)\nMartin Scorsese, Killers of the Flower Moon\nCeline Song, Past Lives\nBest Screenplay – Motion Picture\nGreta Gerwig, Noah Baumbach, Barbie\nTony McNamara, Poor Things\nChristopher Nolan, Oppenheimer\nEric Roth, Martin Scorsese, Killers of the Flower Moon\nCeline Song, Past Lives\nJustine Triet, Arthur Harari, Anatomy of a Fall (WINNER)\n The Zone of Interest, United Kingdom/USA (A24)\nBest Performance by a Male Actor in a Motion Picture – Drama\nBradley Cooper, Maestro\nLeonardo DiCaprio, Killers of the Flower Moon\nColman Domingo, Rustin\nBarry Keoghan, Saltburn\nCillian Murphy, Oppenheimer (WINNER)\nAndrew Scott, All of Us Strangers\nBest Performance by a Female Actor in a Motion Picture – Drama\nAnnette Bening, Nyad\nLily Gladstone, Killers of the Flower Moon (WINNER)\n","score":0.96466,"raw_content":null},{"title":"Christopher Nolan's 'Oppenheimer' dominates Golden Globes","url":"https://www.euronews.com/culture/2024/01/08/christopher-nolans-oppenheimer-dominates-golden-globes-2024-with-five-awards","content":"Best Performance by a Female Actor in a Limited Series, Anthology Series or a Motion Picture Made for Television\nRiley Keough, Daisy Jones & the Six\nBrie Larson, Lessons in Chemistry\nElizabeth Olsen, Love & Death\nJuno Temple, Fargo\nRachel Weisz, Dead Ringers\nAli Wong, Beef (WINNER)\nBest Performance by a Male Actor in a Limited Series, Anthology Series or a Motion Picture Made for Television\nMatt Bomer, Fellow Travelers\nSam Claflin, Daisy Jones & the Six\nJon Hamm, Fargo\nWoody Harrelson, White House Plumbers\nDavid Oyelowo, Lawmen: Bass Reeves\nSteven Yeun, Beef (WINNER)\nBest Performance by a Female Actor in a Supporting Role on Television\nElizabeth Debicki, The Crown (WINNER)\nAbby Elliott, The Bear\nChristina Ricci, Yellowjackets\nJ. Smith-Cameron, Succession\nMeryl Streep, Only Murders in the Building\nHannah Waddingham, Ted Lasso\nBest Performance by a Male Actor in a Supporting Role on Television\nBilly Crudup, The Morning Show\nMatthew Macfadyen, Succession (WINNER)\nJames Marsden, Jury Duty\nEbon Moss-Bachrach, The Bear\nAlan Ruck, Succession\nAlexander Skarsgard, Succession\nBest Performance in Stand-Up Comedy on Television\nRicky Gervais, Ricky Gervais: Armageddon (WINNER)\nTrevor Noah, Trevor Noah: Where Was I\nChris Rock, Chris Rock: Selective Outrage\nAmy Schumer, Amy Schumer: Emergency Contact\nSarah Silverman, Sarah Silverman: Someone You Love\nWanda Sykes, Wanda Sykes: I’m an Entertainer\nYou might also like\nThe week in pictures: Best Performance by a Male Actor in a Motion Picture – Musical or Comedy\nNicolas Cage, Dream Scenario\nTimothée Chalamet, Wonka\nMatt Damon, Air\nPaul Giamatti, The Holdovers (WINNER)\nJoaquin Phoenix, Beau Is Afraid\nJeffrey Wright, American Fiction\nBest Performance by a Male Actor in a Supporting Role in Any Motion Picture\nWillem Dafoe, Poor Things\nRobert De Niro, Killers of the Flower Moon\nRobert Downey Jr., Oppenheimer (WINNER)\nRyan Gosling, Barbie\nCharles Melton, May December\nMark Ruffalo, Poor Things\nBest Performance by a Female Actor in a Supporting Role in Any Motion Picture\nEmily Blunt, Oppenheimer\nDanielle Brooks, The Color Purple\nJodie Foster, Nyad\nJulianne Moore, May December\nRosamund Pike, Saltburn\nDa’Vine Joy Randolph, The Holdovers (WINNER)\n Best Performance by a Female Actor in a Television Series – Drama\nHelen Mirren, 1923\nBella Ramsey, The Last of Us\nKeri Russell, The Diplomat\nSarah Snook, Succession (WINNER)\nImelda Staunton, The Crown\nEmma Stone, The Curse\nBest Performance by a Male Actor in a Television Series – Drama\nBrian Cox, Succession\nKieran Culkin, Succession (WINNER)\nGary Oldman, Slow Horses\nPedro Pascal, The Last of Us\nJeremy Strong, Succession\nDominic West, The Crown\nBest Performance by a Female Actor in a Television Series – Musical or Comedy\nRachel Brosnahan, The Marvelous Mrs. Maisel\nQuinta Brunson, Abbott Elementary\nAyo Edebiri, The Bear (WINNER)\n Best Director — Motion Picture\nBradley Cooper, Maestro\nGreta Gerwig, Barbie\nYorgos Lanthimos, Poor Things\nChristopher Nolan, Oppenheimer (WINNER)\nMartin Scorsese, Killers of the Flower Moon\nCeline Song, Past Lives\nBest Screenplay – Motion Picture\nGreta Gerwig, Noah Baumbach, Barbie\nTony McNamara, Poor Things\nChristopher Nolan, Oppenheimer\nEric Roth, Martin Scorsese, Killers of the Flower Moon\nCeline Song, Past Lives\nJustine Triet, Arthur Harari, Anatomy of a Fall (WINNER)\n The Zone of Interest, United Kingdom/USA (A24)\nBest Performance by a Male Actor in a Motion Picture – Drama\nBradley Cooper, Maestro\nLeonardo DiCaprio, Killers of the Flower Moon\nColman Domingo, Rustin\nBarry Keoghan, Saltburn\nCillian Murphy, Oppenheimer (WINNER)\nAndrew Scott, All of Us Strangers\nBest Performance by a Female Actor in a Motion Picture – Drama\nAnnette Bening, Nyad\nLily Gladstone, Killers of the Flower Moon (WINNER)\n","score":0.94728,"raw_content":null},{"title":"Watch the Opening Scene of 'Oppenheimer' - The New York Times","url":"https://www.nytimes.com/2024/01/08/movies/oppenheimer-clip.html","content":"Narrating the sequence, Nolan said that the idea to open with the raindrops came late to him and his editor, Jennifer Lame, “but ultimately became a motif that runs the whole way through the film and became very important.”\n Adapting Kai Bird and Martin Sherwin’s book “American Prometheus,” I fully embraced the Prometheun theme, but ultimately chose to change the title to “Oppenheimer” to give a more direct idea of what the film was going to be about and whose point of view we’re seeing. The scene, which features Cillian Murphy as Oppenheimer and Robert Downey Jr. as Lewis Strauss, encapsulates the themes of hubris and regret that will be explored more deeply over the course of the film.\n We divided the two timelines into fission and fusion, the two different approaches to releasing nuclear energy in this devastating form to try and suggest to the audience the two different timelines. And behind him, out of focus, the great Emily Blunt who’s going to become so important to the film as Kitty Oppenheimer, who gradually comes more into focus over the course of the first reel.","score":0.93024,"raw_content":null},{"title":"Here's the full list of 2024 Golden Globe winners - Boston.com","url":"https://www.boston.com/culture/entertainment/2024/01/08/heres-the-full-list-of-2024-golden-globe-winners/","content":"Best Movie Drama: “Oppenheimer”\nBest Movie Musical or Comedy: “Poor Things”\nTelevision Comedy Series: “The Bear”\nTelevision Drama Series: “Succession”\nLimited Series, Anthology Series or Motion Picture Made for Television: “Beef”\nCinematic and Box Office Achievement: “Barbie”\nMale Actor in a Movie Musical or Comedy: Paul Giamatti, “The Holdovers”\nFemale Actor in a Movie Musical or Comedy: Emma Stone, “Poor Things”\nActor in a Movie Drama: Cillian Murphy, “Oppenheimer”\nFemale Actor in a Movie Drama: Lily Gladstone, “Killers of the Flower Moon”\nFemale Actor in a Supporting Movie Role: Da’Vine Joy Randolph, “The Holdovers”\nMale Actor in a Supporting Movie Role: Robert Downey Jr., “Oppenheimer”\nFemale Actor in a Limited Series, Anthology Series, or a Motion Picture Made for Television: Ali Wong, “Beef”\nActor in a Limited Series, Anthology Series, or a Motion Picture Made for Television: Steven Yeun, “Beef”\nSupporting Female Actor in a Television Series: Elizabeth Debicki, “The Crown”\nSupporting Male Actor in a Television Series: Matthew Macfadyen, “Succession”\nBest Screenplay: “Anatomy of a Fall,” Justine Triet and Arthur Harari\nFemale Actor in a Television Drama: Sarah Snook, “Succession”\nMale Actor in a Television Comedy: Jeremy Allen White, “The Bear”\nStand-up Comedy Television Special: Ricky Gervais, “Armageddon”\nBest Motion Picture, Non-English: “Anatomy of a Fall” (France)\nFemale Actor in a Television Comedy: Ayo Edebiri, “The Bear”\nMale Actor in a Television Drama: Kieran Culkin, “Succession”\nAnimated Film: “The Boy and the Heron”\nDirector: Christopher Nolan, “Oppenheimer”\nScore: “Oppenheimer,” Ludwig Göransson\nOriginal Song: “What Was I Made For?” from “Barbie,″ music and lyrics by Billie Eilish O’Connell and Finneas O’Connell\nNeed weekend plans?\n Most Popular\nIn Related News\nWatch: Dorchester's Ayo Edebiri shouts out Hollywood assistants in Golden Globes acceptance speech\nPartnership Offers\n©2024 Boston Globe Media Partners, LLC\nBoston.com Newsletter Signup\nBoston.com Logo\nStay up to date with everything Boston. Here’s the full list of 2024 Golden Globe winners\nChristopher Nolan’s blockbuster biopic “Oppenheimer” dominated the 81st Golden Globes, winning five awards including best drama.\n By The Associated Press, Associated Press\nBEVERLY HILLS, Calif. (AP) — Here were the winners at Sunday’s Golden Globe Awards.\n The best things to do around the city, delivered to your inbox.\nBe civil.\n","score":0.92257,"raw_content":null},{"title":"'Oppenheimer' leading Golden Globes with wins for Murphy, Downey Jr., Nolan","url":"https://www.cnbc.com/2024/01/08/oppenheimer-leading-golden-globes-with-wins-for-murphy-downey-jr-nolan.html","content":"Apps\nBest Debt Relief\nSELECT\nAll Small Business\nBest Small Business Savings Accounts\nBest Small Business Checking Accounts\nBest Credit Cards for Small Business\nBest Small Business Loans\nBest Tax Software for Small Business\nSELECT\nAll Taxes\nBest Tax Software\nBest Tax Software for Small Businesses\nTax Refunds\nSELECT\nAll Help for Low Credit Scores\nBest Credit Cards for Bad Credit\nBest Personal Loans for Bad Credit\nBest Debt Consolidation Loans for Bad Credit\nPersonal Loans if You Don't Have Credit\nBest Credit Cards for Building Credit\nPersonal Loans for 580 Credit Score or Lower\nPersonal Loans for 670 Credit Score or Lower\nBest Mortgages for Bad Credit\nBest Hardship Loans\nHow to Boost Your Credit Score\nSELECT\nAll Investing\nBest IRA Accounts\nBest Roth IRA Accounts\nBest Investing Apps\nBest Free Stock Trading Platforms\nBest Robo-Advisors\nIndex Funds\nMutual Funds\nETFs\nBonds\n‘Oppenheimer’ dominates Golden Globes, ‘Poor Things’ upsets ‘Barbie’ in comedy\nChristopher Nolan's blockbuster biopic \"Oppenheimer\" dominated the 81st Golden Globes, winning five awards including best drama, while Yorgos Lanthimos' Frankenstein riff \"Poor Things\" pulled off an upset victor over \"Barbie\" to triumph in the best comedy or musical category.\n Credit Cards\nLoans\nBanking\nMortgages\nInsurance\nCredit Monitoring\nPersonal Finance\nSmall Business\nTaxes\nHelp for Low Credit Scores\nInvesting\nSELECT\nAll Credit Cards\nFind the Credit Card for You\nBest Credit Cards\nBest Rewards Credit Cards\nBest Travel Credit Cards\nBest 0% APR Credit Cards\nBest Balance Transfer Credit Cards\nBest Cash Back Credit Cards\nBest Credit Card Welcome Bonuses\nBest Credit Cards to Build Credit\nSELECT\nAll Loans\nFind the Best Personal Loan for You\nBest Personal Loans\nBest Debt Consolidation Loans\nBest Loans to Refinance Credit Card Debt\nBest Loans with Fast Funding\nBest Small Personal Loans\nBest Large Personal Loans\nBest Personal Loans to Apply Online\nBest Student Loan Refinance\nSELECT\nAll Banking\nFind the Savings Account for You\nBest High Yield Savings Accounts\nBest Big Bank Savings Accounts\nBest Big Bank Checking Accounts\n No Fee Checking Accounts\nNo Overdraft Fee Checking Accounts\nBest Checking Account Bonuses\nBest Money Market Accounts\nBest CDs\nBest Credit Unions\nSELECT\nAll Mortgages\nBest Mortgages\nBest Mortgages for Small Down Payment\nBest Mortgages for No Down Payment\nBest Mortgages with No Origination Fee\nBest Mortgages for Average Credit Score\nAdjustable Rate Mortgages\nAffording a Mortgage\nSELECT\nAll Insurance\nBest Life Insurance\nBest Homeowners Insurance\nBest Renters Insurance\nBest Car Insurance\nTravel Insurance\nSELECT\nAll Credit Monitoring\nBest Credit Monitoring Services\nBest Identity Theft Protection\nHow to Boost Your Credit Score\nCredit Repair Services\nSELECT\nAll Personal Finance\nBest Budgeting Apps\nBest Expense Tracker Apps\nBest Money Transfer Apps\nBest Resale Apps and Sites\n The most comical evaluation on the Globes came from presenters Will Ferrell and Kristin Wiig, who blamed the awards body for the constant interruption of a song they found irresistible while otherwise solemnly presenting best actor in a drama.\n \"I don't think it was a no-brainer by any stretch of the imagination to make a three-hour talky movie — R-rated by the way — about one of the darkest developments in our history,\" said producer Emma Thomas accepting the night's final award and thanking Universal chief Donna Langley.\n","score":0.90315,"raw_content":null}]"
[tool/start] [1:tool:Calculator] Entering Tool run with input: "53 * 365"
[tool/end] [1:tool:Calculator] [93ms] Exiting Tool run with output: "19345"
{
  input: 'Who directed the 2023 film Oppenheimer and what is their age? What is their age in days (assume 365 days per year)?',
  output: 'The 2023 film "Oppenheimer" was directed by Christopher Nolan. Christopher Nolan was born on July 30, 1970, which makes him 53 years old as of 2023. His age in days, assuming 365 days per year, is approximately 19,345 days.'
}

Other callbacks

Callbacks are what we use to execute any functionality within a component outside the primary component logic. All of the above solutions use Callbacks under the hood to log intermediate steps of components. There are a number of Callbacks relevant for debugging that come with LangChain out of the box, like the ConsoleCallbackHandler. You can also implement your own callbacks to execute custom functionality.

See here for more info on Callbacks, how to use them, and customize them.