Brief, mostly signal
Anti-Persistence: discard agent guidance after each run
An arXiv paper proposing to drop task-specific guidance after execution. It reports higher held-out success and the lowest LLM-call cost among compared memory designs.
What the research found
The paper (2610.27406) proposes Anti-Persistence, which discards task-specific guidance after execution instead of storing it, reporting higher held-out success and the lowest LLM-call cost among compared memory designs.
Claims and how well the evidence supports them
- Anti-Persistence achieves higher held-out success than compared memory designs 96%
- Anti-Persistence has the lowest average LLM-call cost among compared memory designs 98%
Evidence
- huggingface.co https://huggingface.co/papers/2610.27406
Actionability rated medium.