One Log Sample Showing Multiple Agent System Works
One Log Sample Showing Multiple Agent System Works

One Log Sample Showing Multiple Agent System Works

Today I improved log settings and monitored log contents, and pick a good example to show multiple agent system is workable, which is seen as my milestone.

The example uses smolagents CodeAgent to answer one of GAIA test question.

Agent received question (first 50 chars): Who did the actor who played Ray in the Polish-lan...
🚀  Processing question: Who did the actor who played Ray in the Polish-language version of Everybody Loves Raymond play in Magda M.? Give only the first name. with possible attched file name: 
╭───────────────────────────────────────── New run ──────────────────────────────────────────╮
│                                                                                            │
│ Who did the actor who played Ray in the Polish-language version of Everybody Loves Raymond │
│ play in Magda M.? Give only the first name.                                                │
│                                                                                            │
╰─ OpenAIServerModel - gpt-4.1 ──────────────────────────────────────────────────────────────╯
──────────────────────────────────────── Initial plan ────────────────────────────────────────
Here are the facts I know and the plan of action that I will follow to solve the task:
```
Certainly! However, I need more information about the user's specific task. Please provide the
user's task you want to analyze.

If you provide a task (for example, "Schedule a meeting with my team" or "Summarize this 
document"), I can:

1. Analyze the task
2. Identify the most suitable managed agent (e.g., Calendar Assistant, Document Summarization 
Agent, etc.)
3. Produce a step-by-step plan for accomplishing the task.

Please share the user's task to proceed!
```
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Step 1 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Output message of the LLM: ───────────────────────────────────────────────────────────────────
Thought: First, I need to identify the name of the actor who played Ray in the Polish-language
version of Everybody Loves Raymond. This is a web research task, so I will use the web_agent. 
                                                                                              
<code>                                                                                        
actor_name_result = run_agent_by_name("web_agent", task="Who played Ray in the Polish-language
version of Everybody Loves Raymond?")                                                         
print(actor_name_result)                                                                      
</code>                                                                                       
 ─ Executing parsed code: ─────────────────────────────────────────────────────────────────── 
  actor_name_result = run_agent_by_name("web_agent", task="Who played Ray in the              
  Polish-language version of Everybody Loves Raymond?")                                       
  print(actor_name_result)                                                                    
 ──────────────────────────────────────────────────────────────────────────────────────────── 
[TOOL] wiki_search tool is called with query: Everybody Loves Raymond Polish version
[TOOL] wiki_search returning: <Document source="https://en.wikipedia.org/wiki/Everybody_Loves_Raymond">
Everybody Loves Raymond is an American television sitcom created by Philip Rosenthal that aired on CBS from September 13, 1996, to May 16, 2005, with a total of 210 episodes spanning nine seasons. It was produced by Where's Lunch and Worldwide Pants Incorporated, in association with HBO Independent Productions. The cast members were Ray Romano, Patricia Heaton, Brad Garrett, Doris Roberts, Peter Boyle, Madylin Sweeten, and
[TOOL] serpapi_web_search tool is called with query: Everybody Loves Raymond Polish adaptation actor who played Ray and num_results: 10
[TOOL] serpapi_web_search returning: ['Wszyscy kochają Romana - https://en.wikipedia.org/wiki/Wszyscy_kochaj%C4%85_Romana', 'Everybody Loves Raymond - https://en.wikipedia.org/wiki/Everybody_Loves_Raymond', "Ray Romano doesn't want an “Everybody Loves Raymond ... - https://www.yahoo.com/entertainment/ray-romano-doesnt-want-everybody-051605074.html", 'Everybody Loves Raymond Cast & Character Guide - https://screenrant.com/everybody-loves-raymond-show-cast-characters/', 'Not Everybody Loves Raymond in Russia - https://www.themoscowti
Code execution failed at line 'page_content = run_agent_by_name('VisitWebpageTool', {'url': 
'https://en.wikipedia.org/wiki/Wszyscy_kochaj%C4%85_Romana'})' due to: ValueError: No agent 
found with name 'VisitWebpageTool'
Code execution failed at line 'page_content = 
VisitWebpageTool(url="https://en.wikipedia.org/wiki/Wszyscy_kochaj%C4%85_Romana")' due to: 
InterpreterError: Forbidden function evaluation: 'VisitWebpageTool' is not among the 
explicitly allowed tools or defined/imported in the preceding code
[TOOL] serpapi_web_search tool is called with query: Wszyscy kochają Romana obsada and num_results: 10
[TOOL] serpapi_web_search returning: ['Wszyscy kochają Romana (2011) pełna obsada - https://www.filmweb.pl/serial/Wszyscy+kochaj%C4%85+Romana-2011-624596/cast/actors', 'Wszyscy kochają Romana - https://pl.wikipedia.org/wiki/Wszyscy_kochaj%C4%85_Romana', 'Wszyscy kochają Romana | Serial | 2011 - https://www.filmweb.pl/serial/Wszyscy+kochaj%C4%85+Romana-2011-624596', 'Wszyscy kochaja Romana (TV Series 2011–2012) - https://www.imdb.com/title/tt2255669/', 'Wszyscy kochają Romana - obsada, streszczenia, odcinki - https://swiatseriali.in
Code execution failed at line 'page_content = VisitWebpageTool(url=filmweb_cast_url)' due to: 
InterpreterError: Forbidden function evaluation: 'VisitWebpageTool' is not among the 
explicitly allowed tools or defined/imported in the preceding code
[TOOL] serpapi_web_search tool is called with query: Wszyscy kochają Romana imdb and num_results: 10
[TOOL] serpapi_web_search returning: ['Wszyscy kochaja Romana (TV Series 2011–2012) - https://www.imdb.com/title/tt2255669/', 'Episode list - Wszyscy kochaja Romana - https://www.imdb.com/title/tt2255669/episodes/', '"Wszyscy kochaja Romana" Kelnerka (TV Episode 2011) - https://www.imdb.com/title/tt2268313/', '"Wszyscy kochaja Romana" Przystojniacy (TV ... - IMDb - https://www.imdb.com/title/tt2268331/', '"Wszyscy kochaja Romana" Pies (TV Episode 2012) - https://www.imdb.com/title/tt2268321/', '"Wszyscy kochaja Romana" Diamenty (TV
[TOOL] serpapi_web_search tool is called with query: Wszyscy kochają Romana Ray obsada and num_results: 10
[TOOL] serpapi_web_search returning: ['Wszyscy kochają Raymonda (1996) pełna obsada - https://www.filmweb.pl/serial/Wszyscy+kochaj%C4%85+Raymonda-1996-120824/cast/actors', 'Wszyscy kochają Raymonda - https://pl.wikipedia.org/wiki/Wszyscy_kochaj%C4%85_Raymonda', 'Wszyscy kochają Raymonda - obsada, aktorzy - https://telemagazyn.pl/wszyscy-kochaja-raymonda/obsada/pr/6897', 'Wszyscy kochają Raymonda (1996) obsada gościnna - https://www.filmweb.pl/serial/Wszyscy+kochaj%C4%85+Raymonda-1996-120824/cast/guest', 'Wszyscy kochają Raymonda: S
[TOOL] wiki_search tool is called with query: Wszyscy kochają Romana
[TOOL] wiki_search returning: <Document source="https://en.wikipedia.org/wiki/Wszyscy_kochaj%C4%85_Romana">
Wszyscy kochają Romana (Everybody Loves Roman) is a Polish television sitcom that premiered on TVN on 2 September 2011. The series is a Polish-language adaptation of the American Emmy Awards winner, Everybody Loves Raymond and stars Bartłomiej Kasprzykowski as the titular Roman, a newspaper sportswriter.
The first four episodes were aired on Friday nights at 8:00 pm. On 30 September 2011 TVN announced the suspension of
Execution logs:
Bartłomiej Kasprzykowski played Ray (called Roman) in the Polish-language version of Everybody
Loves Raymond, titled 'Wszyscy kochają Romana.'

Out: None
[Step 1: Duration 47.87 seconds| Input tokens: 636 | Output tokens: 79]
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Step 2 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Output message of the LLM: ───────────────────────────────────────────────────────────────────
Thought: Now that I know Bartłomiej Kasprzykowski played Ray (Roman) in the Polish-language   
version, I need to find out which character he played in "Magda M." To do this, I will ask the
web_agent.                                                                                    
                                                                                              
<code>                                                                                        
magda_m_role_result = run_agent_by_name("web_agent", task="Which character did Bartłomiej     
Kasprzykowski play in Magda M.? Provide only the first name.")                                
print(magda_m_role_result)                                                                    
</code>                                                                                       
 ─ Executing parsed code: ─────────────────────────────────────────────────────────────────── 
  magda_m_role_result = run_agent_by_name("web_agent", task="Which character did Bartłomiej   
  Kasprzykowski play in Magda M.? Provide only the first name.")                              
  print(magda_m_role_result)                                                                  
 ──────────────────────────────────────────────────────────────────────────────────────────── 
[TOOL] wiki_search tool is called with query: Bartłomiej Kasprzykowski
[TOOL] wiki_search returning: <Document source="https://en.wikipedia.org/wiki/Bart%C5%82omiej_Kasprzykowski">
Bartłomiej "Bartek" Kasprzykowski (born 19 May 1977) is a Polish actor. He participated in Taniec z gwiazdami, the Polish version of Dancing with the Stars. He also won the fourth edition of Twoja twarz brzmi znajomo - the Polish version of Your Face Sounds Familiar.


== Actor ==
1998: Syzyfowe prace − as Andrzej Radek
1999: Świat według Kiepskich − as a policeman (episode 22)
2000: Syzyfowe prace − as Andrzej Radek
Execution logs:
Wojciech

Out: None
[Step 2: Duration 7.71 seconds| Input tokens: 1,476 | Output tokens: 183]
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Step 3 ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Output message of the LLM: ───────────────────────────────────────────────────────────────────
Thought: I now have the answer: the first name of the character Bartłomiej Kasprzykowski      
played in "Magda M." is Wojciech.                                                             
                                                                                              
<code>                                                                                        
final_answer("Wojciech")                                                                      
</code>                                                                                       
 ─ Executing parsed code: ─────────────────────────────────────────────────────────────────── 
  final_answer("Wojciech")                                                                    
 ──────────────────────────────────────────────────────────────────────────────────────────── 
Out - Final answer: Wojciech
[Step 3: Duration 0.94 seconds| Input tokens: 2,529 | Output tokens: 231]
✅  Result received from agent:
 Wojciech
{'Task ID': '305ac316-eef6-4446-960a-92d80d542f82', 'Question': 'Who did the actor who played Ray in the Polish-language version of Everybody Loves Raymond play in Magda M.? Give only the first name.', 'Submitted Answer': 'Wojciech'}

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