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Most web-browsing LLM agents struggle to find obscure, multi-hop information across diverse modalities and languages, even when explicitly designed for web interaction.
Now you can retrofit any frozen language model with explicit, editable "sense knobs" for steering, disambiguation, and cross-lingual transfer, without pretraining from scratch.