InsightEmb: Learning Action-Intent Embeddings for Agentic Insight Retrieval
InsightEmb is a contrastive embedding framework that learns transferable progress-oriented retrieval geometry using only mathematical reasoning data, enabling effective training from publicly available reasoning data without expensive environment-specific supervision.