Diffusion LLM × Parallel Tool Calling
Generate independent tool calls in one pass, then chain the next wave
A diffusion LLM denoises all tokens in parallel — so when a complex task requires multiple independent tool calls, they can all be generated at once. Dependent calls wait for results, then launch their own parallel wave. The result: a staged pipeline that’s dramatically faster than calling tools one by one.