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This article explains the dual costs of AI web retrieval—retrieval charges and model processing—and introduces TinyFish, a system that makes AI search effectively free by optimizing these costs through intelligent caching and reinforcement learning.
Liquid AI introduces LFM2.5-Embedding-350M and LFM2.5-ColBERT-350M, two new models for fast multilingual search on edge devices.