Three retrieval models fine-tuned on synthetic agent profiles generalize to unseen marketplaces

_reachsumit · x · 2026-07-21

The paper **Adapting Embedding Models for Agent Capability Retrieval** fine-tunes three retrieval models on synthetic capability-profile data. - The goal is to improve retrieval of agent abilities and skills. - The gains transfer to two previously unseen agent/skill marketplaces. - The post highlights that synthetic supervision can help retrieval generalize beyond the training domain.

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