Search for authoritative materials, academic literature, expert shares, and high-quality blogs to summarize state-of-the-art (SOTA) practices for any given topic. Use when the user needs a comprehensive, high-signal overview of the latest advancements, benchmarks, or engineering standards.
This skill provides a systematic workflow for discovering, acquiring, and synthesizing the state-of-the-art (SOTA) in any domain.
Follow this multi-stage process to ensure high-signal results:
google_web_search to identify top-tier sources, key papers, and influential blogs.arxiv.org, nature.com, blog.google, engineering.fb.com, medium.com from verified experts).web_fetch to extract clean content from high-quality URLs.chrome-devtools if the site has a complex paywall or requires JavaScript rendering.research/sources/ using the save_source.py script to ensure a persistent local library.context7 (resolve-library-id followed by query-docs) to get the latest official documentation.Prioritize sources in this order:
arxiv.org, scholar.google.com, nature.com, acm.org.Every report must include:
site: operators to narrow down to top domains (e.g., site:arxiv.org [topic]).