AI Waka

Mar 13, 2026 · Artificial Intelligence

Rethinking LLM Agents: Stream Tool Outputs Directly to the Client

The article critiques the conventional LLM‑agent loop that forces every tool output back through the model, proposes a dual‑output architecture where tools stream multimedia events directly to the client while still returning a compact semantic result to the model, and demonstrates the design with Python code examples.