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arXiv cs.CLPaper

Scaling Discovery Requires Forgetting

This is a real problem in agent research that nobody talks about enough: agents get anchored to local maxima and exploration collapses. The mechanism is clear and the solution is simple. If you're building multi-agent research systems or iterative refinement pipelines, this tells you to build forgetting in from the start, not as an afterthought.