“Speculative Programmatic Tool Calling” Code agents waste time waiting for the LLM to finish generating code before tool calls can start. So this paper speculatively executes predictable tool calls from partial generations, while a shadow REPL tracks dependencies safely. This
Speculative Tool Calls Start Before Coding Agents Finish Generating Code
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