Event-Driven Inference Framework

The inference framework separates the event-driven agent loop from the task execution manager. The task manager launches ready calls, handles dependencies, supports parallel execution, and holds unsafe tools until final commit. The core loop receives streaming user updates and tool observations through a global event queue. Practical low-latency agents should include dependency tracking, cancellation, and commit semantics rather than relying only on prompts.