agent reasoning loops

LLMs will explicitly control whether they want to take another turn - rather than rely on some leaky abstraction like "no tool call in response"" — Proposes novel control mechanism where LLMs explicit

[INFERRED] "Inability to self-critique and adjust" — Article identifies self-critique and adjustment as capability gap in traditional LLMs that agents fill. Shows agents enable iterative refinement th