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Pull requests: strands-agents/sdk-python
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      ci: update openai requirement from <1.110.0,>=1.68.0 to >=1.68.0,<2.8.0
        
              
                dependencies
  Pull requests that update a dependency file 
              
                python
  Pull requests that update python code 
              
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          #1135
            opened Nov 4, 2025  by
            dependabot
            bot
        
        
            
    
  
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      feat(agent-interface): introduce AgentBase abstract class as the interface for agent classes to implement
        
              
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          #1126
            opened Nov 1, 2025  by
            awsarron
            
        
        
            
    
  
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      feat(hooks): add AgentResult to AfterInvocationEvent
        
              
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          #1125
            opened Nov 1, 2025  by
            Ratish1
            
        
        
            
    
  
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      [FEATURE] add MCP resource operations in MCP Tools
        
              
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          #1117
            opened Oct 31, 2025  by
            xiehust
            
        
        
            
    
  
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      feat(agent): Add opt-in flag to include tool specs in traces for evaluation
        
              
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          #1113
            opened Oct 30, 2025  by
            Ratish1
            
        
        
            
    
  
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      feat(models): add SystemContentBlock support for provider-agnostic caching
        
              
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          #1112
            opened Oct 30, 2025  by
            dbschmigelski
            
        
        
            
    
  
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      feat: Enable multiagent session persistent in Graph/Swarm
        
              
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          #1110
            opened Oct 29, 2025  by
            JackYPCOnline
            
        
        
            
    
  
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      ci: bump actions/upload-artifact from 4 to 5
        
              
                dependencies
  Pull requests that update a dependency file 
              
                github_actions
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          #1093
            opened Oct 27, 2025  by
            dependabot
            bot
        
        
            
    
  
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      ci: bump actions/download-artifact from 5 to 6
        
              
                dependencies
  Pull requests that update a dependency file 
              
                github_actions
  Pull requests that update GitHub Actions code 
              
                size/xs
        
      
    
        
          #1092
            opened Oct 27, 2025  by
            dependabot
            bot
        
        
            
    
  
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      feat(tools): Support Annotated for argument descriptions and Pydantic Field constraints
        
              
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          #1089
            opened Oct 24, 2025  by
            Ratish1
            
        
        
            
    
  
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      fix(openai): support tools returning image content
      
    
      
  
        
          #1079
            opened Oct 23, 2025  by
            Ratish1
            
        
        
            
    
  
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      fix(anthropic): incorrect exception raised when context limit exceeded
      
    
      
  
        
          #1078
            opened Oct 23, 2025  by
            yoonian
            
        
        
            
    
  
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    7 tasks done
  
      fix(models/gemini): handle non-JSON error messages from Gemini API
      
    
      
  
        
          #1062
            opened Oct 21, 2025  by
            Ratish1
            
        
        
            
    
  
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      feat(ollama): add support for ollama thinking in stream invocations
      
    
        
          #1051
            opened Oct 19, 2025  by
            scippacercola
            
        
        
            
    
  
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      feat: add gemini_tools field to GeminiModel with validation and tests
      
    
      
  
        
          #1050
            opened Oct 19, 2025  by
            pshiko
            
        
        
            
    
  
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      Fix GeminiModel to handle empty tools in Vertex AI mode
      
    
      
  
        
          #1040
            opened Oct 16, 2025  by
            pshiko
            
        
        
            
    
  
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      feat: add cache_messages to bedrock model
      
    
      
  
        
          #1029
            opened Oct 14, 2025  by
            DayuanJiang
            
        
        
            
    
  
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      fix: session management on A2A server
      
    
      
  
        
          #1023
            opened Oct 11, 2025  by
            juliangrueber
            
        
        
            
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      feat(model): Add FallbackModel with circuit breaker
      
    
        
          #1016
            opened Oct 9, 2025  by
            mbutler-aws
            
        
        
            
    
  
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      Expose input messages to BeforeInvocationEvent
      
    
        
          #1007
            opened Oct 8, 2025  by
            athewsey
            
        
        
            
    
  
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      ci: update ruff requirement from <0.14.0,>=0.13.0 to >=0.13.0,<0.15.0
        
              
                dependencies
  Pull requests that update a dependency file 
              
                python
  Pull requests that update python code 
        
      
    
        
          #1004
            opened Oct 8, 2025  by
            dependabot
            bot
        
        
            
    
  
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