Research
Hugging Face
Your Agent Aced the Task. Will It Do It Again?
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Practical lessons, original research, and the details that make systems work.
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Overview of ABBEL compared to traditional recursive summarization. Beliefs replace the full interaction history as the agent’s working context, and belief grading improves performance by supervising the contents of each belief state.. As task horizons grow, LLM contexts can’t scale forever. Self-summarization enables concise, interpretable contexts