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Dynamic Highlights

Blog post from Exa

Post Details
Company
Exa
Date Published
Author
Exa Labs
Word Count
770
Company Posts That Month
2
Language
English
Hacker News Points
-
Post removed?
No
Summary

Exa has introduced Dynamic Highlights, a research-preview search feature designed to reduce the context and cost burden of web-search agents by selecting relevant tokens across a set of URLs rather than extracting snippets from each page independently. The system combines retrieved documents into a unified input and uses a single forward pass to allocate more space to useful sources while omitting irrelevant or duplicative material, reportedly reducing returned token counts by an average of 95% compared with full-page content. In single-turn RAG evaluations, Exa reports a 40% token-efficiency improvement and a 3.8% quality increase relative to existing highlights at a 12,000-character budget, while agentic evaluations showed a 30% reduction in total token usage alongside a 2.1% average quality gain. Dynamic Highlights can be enabled in Exa’s API by setting the highlights dynamic option to true, though the company notes that the capability remains under active development.

Trends Found in this Post
Trend Post Mentions Total Month Mentions Posts Companies MoM
LLM 3 4,718 960 222 -38%
RAG 1 1,104 198 70 -10%
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