arXiv cs.LGPaper
Spawn Freely, Act Sparingly: Progressive Risk Vesting for Recursive LLM-Agent Trees
This addresses a real problem: when you spawn agent subtasks, how do you decide which ones get to actually deploy code or send data? PRV budgets risk at the trajectory level and proves harm bounds. The mechanism is theoretically sound but the paper excerpt cuts off before explaining practical implementation. Useful reference if you're building production agents with real-world actions, but hard to act on without the full details.