AgentHub changes that: 1. Async, stateful, streaming interface for multi-turn agentic execution—switch models with zero code changes. 2. Model capabilities (e.g. interleaved thinking, caching) are validated and aligned—no performance loss when switching models. It also ships with a lightweight, fine-grained tracing board for auditing LLM executions—just add a single parameter and every run is permanently traced.