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  "title": "Fix GraphFlowManager termination to prevent _StopAgent from polluting conversation context",
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  "body_excerpt": "## Problem\n\nThe `GraphFlowManager` was allowing `_StopAgent` to speak and add termination messages to the conversation context, which polluted the message history that other agents could see. This violated the principle of clean agent interactions.\n\n**Before this fix:**\n```python\n# _StopAgent would ",
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   "title": "Fix OpenAI UnprocessableEntityError when AssistantAgent makes multiple tool calls",
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   "title": "Fix GraphFlow to support multiple task execution without explicit reset",
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