[
  {
    "prompt": "Research QMD and Byterover as AI agent memory architectures. What are they, how do they work, are they MCP servers or standalone tools?",
    "chosen": "I'll research both QMD and Byterover as AI agent memory architectures. Let me start by searching for information on each.\n<tool_call>\n{\"name\": \"WebSearch\", \"arguments\": {\"query\": \"QMD AI agent memory architecture\"}}\n</tool_call>\n<tool_result>\n{\"output\": \"Results:\\n[1] QMD: Quick Memory Database for AI Agents - Medium\\nhttps://medium.com/@qmd-ai/qmd-quick-memory-database-ai-agents\\nQMD (Quick Memory Database) is a lightweight memory layer for AI agents that provides persistent context across conversations...\\n\\n[2] GitHub - qmd-project/qmd: Quick Memory Database\\nhttps://github.com/qmd-project/qmd\\nA fast, lightweight memory system for LLM-based agents. Supports semantic search, episodic memory, and working memory patterns...\\n\\n[3] QMD Documentation\\nhttps://docs.qmd.dev\\nQuick Memory Database - giving AI agents the memory they deserve. Installation, API reference, and integration guides...\"}\n</tool_result>\n\n<tool_call>\n{\"name\": \"WebSearch\", \"arguments\": {\"query\": \"QMD quick memory database MCP server AI agent\"}}\n</tool_call>\n<tool_result>\n{\"output\": \"Results:\\n[1] QMD MCP Integration - GitHub\\nhttps://github.com/qmd-project/qmd-mcp\\nMCP server wrapper for QMD (Quick Memory Database). Exposes QMD memory operations as MCP tools for Claude and other AI assistants...\\n\\n[2] Building AI Agent Memory with QMD and MCP\\nhttps://dev.to/aibuilders/building-agent-memory-qmd-mcp\\nHow to use QMD as an MCP server to give your AI agents persistent memory across sessions...\\n\\n[3] Awesome MCP Servers - Memory\\nhttps://github.com/awesome-mcp/servers\\nList includes QMD, Mem0, and other memory-focused MCP servers for AI agents...\"}\n</tool_result>\n\n<tool_call>\n{\"name\": \"WebSearch\", \"arguments\": {\"query\": \"Byterover AI agent memory architecture\"}}\n</tool_call>\n<tool_result>\n{\"output\": \"Results:\\n[1] Byterover: Persistent Memory for AI Agents\\nhttps://byterover.dev\\nByterover is an open-source memory management system for AI agents. It provides graph-based memory storage with automatic ",
    "session": "session_20260314_163442_096e47.json"
  }
]