AIBullisharXiv – CS AI · 14h ago7/10
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MEMENTO: Leveraging Web as a Learning Signal for Low-Data Domains
Researchers introduce MEMENTO, a framework that treats web exploration as a learning signal for AI agents operating in data-scarce domains. By combining iterative web search with dual-channel memory systems, MEMENTO achieves 25-36% performance improvements over baseline models in professional applications like sales automation and legal research without requiring additional model training.