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Sardor Madaminov
writing
research
engineering
Research
In-depth research, with the data and the misses.
spotlit: a 6.7 MB two-stage element ranker for browser agents
How a 2 MB text embedder became a two-stage model that ranks a web page's elements for AI browser agents, in the browser.
Oct 2026