Making Agents More Consistent: Skills Should Form Habits for Repeat Tasks
Paper proposes skill habit formation so agents cache deterministic skills from execution history, fixing 38-74% answer inconsistency and cutting tokens 14-56%.
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Stories tagged #consistency
WorldCrafter: Consistent Video World Model with Implicit 3D-aware Memory
WorldCrafter uses implicit 3D-aware memory to keep video world models consistent during long camera moves.
Your Agent Aced the Task. Will It Do It Again?
IBM Research Hugging Face post examines whether LLM agents that succeed at a task once will reliably succeed again.