multi agent

app.py

@@ -144,8 +144,8 @@ With the right competitive research, you don’t just react to the market—you
 
     gr.Examples(
       [
-        [
-          "Docker Containers", "REST API", "Python"]
+
+          "Docker Containers", "REST API", "Python"
       ],
       [in_verbatim]
     )

multi.py

@@ -5,20 +5,22 @@ from agno.tools.duckduckgo import DuckDuckGoTools
 from agno.models.ollama import Ollama
 from agno.models.groq import Groq
 import os
-chat=Groq(id='llama-3.1-8b-instant') if os.getenv("GROQ_API_KEY") else Ollama(id="llama3.2" )
+#chat=Groq(id='llama-3.3-70b-versatile') if os.getenv("GROQ_API_KEY") else
+chat=Ollama(id="qwen2.5")
 # Create individual specialized agents
 researcher = Agent(
     name="Researcher",
-    role="Expert at finding information by breaking the structure into components",
-    tools=[DuckDuckGoTools()],
+    role="Expert at finding information by breaking the structure into components ie) architecture, code, algorithm, linux system",
+    tools=[DuckDuckGoTools(fixed_max_results=3)],
     show_tool_calls=True,
+    tool_call_limit=1,
     model=chat, #OpenAIChat("gpt-4o"),
     #debug_mode=True,
 )
 
 engineer = Agent(
     name="Security Engineer",
-    role="Security Expert at writing clear, engaging content for hands-on best practices, and common pitfalls with solution",
+    role="Security Expert at writing short, clear, engaging content for hands-on best practices, and common pitfalls with solution",
     model=chat, #OpenAIChat("gpt-4o"),
 )
 
@@ -33,14 +35,14 @@ content_team = Team(
 )
 def bestPractice(topic):
     r = content_team.run(topic)
-    return r.messages[-1].content
+    return [m for m in r.messages if m.role == 'assistant'][-1].content
 
 if __name__=='__main__':
     from pprint import pprint
     from agno.utils.pprint import pprint_run_response
     r=content_team.run("Docker Containers")
     pprint_run_response(r, markdown=True)
-    print([m.content for m in r.messages if m.role == 'assistant'][-1])
+    print([m for m in r.messages if m.role == 'assistant'][-1].content)
 
 
     print("")