In this work, we propose a multi-agent LLMs framework that is guided by design principles. Our multi-agent LLMs adopt a workflow of specialist agents that mirrors a professional design process: ...

The best new features and fixes in Python 3.14 Released in October 2025, the latest edition of Python makes free-threaded ...

graphiti/ ├── src/ # 核心模組 │ ├── config.py # 配置管理系統 │ ├── exceptions.py # 結構化異常處理 │ ├── logging_setup.py # 日誌記錄系統 │ ├── ollama_embedder.py # Ollama 嵌入器 │ └── ollama_graphiti_client.py # Ollama LLM 客戶端 ...