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not sure of what to make of this but solving autonomous/selective reflection seems like a big deal in current agent frameworks. We did hit on this with iterative self-refinement in our AutoAgents framework (https://ijcai.org/proceedings/2024/0003.pdf). Nice read, looking forward to the code.
Paper: Scaling Test-time Compute for LLM Agents (2506.12928)
Paper: Scaling Test-time Compute for LLM Agents (2506.12928)