🔧

Tech Deep Dive: Backend Abstraction Challenges

🎭 Unified Interface Challenge Claude Code CLI Context sharing across agents Gemini API Can't mix builtin + custom tools GPT-5 API changes (reasoning, streaming) Most Backends Unable to autonomously collaborate 🎯 Unified ChatAgent Protocol ⚙️ StreamChunk Normalization 🔀 Workarounds Backend-specific 🛠️ Tool Integration MCP, Web, Code 🧠 Binary Decision Framework Intelligent agent coordination and workspace sharing