Great analysis of the current state of LLM-driven autonomous agents (what works, what doesn't work) IMHO, the next steps are autonomous: learning from experience and then using this synthetic data to fine-tune LLM to be better at following long-term plans, thinking in the loop,
LLM Agents Learning from Experience for Long-Term Planning
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