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Mike Vernal
@mvernal
Investor + Engineer @ @Conviction
参加 April 2008
1.5K フォロー中    23.2K ファン
One of the cool, non-obvious things about building your own index and AI-native search experience is you optimize for a completely different set of things. Human queries are a couple of words and the human almost never looks past the first page of results (or even just the first result). An AI might pass thousands of tokens as query context and might read thousands of results. Google and its modern wrappers end up with an intrinsic bias towards human query patterns which is hard to break unless you start from scratch.
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I started my career working on search — at @neeva, we ran a crawler that hit a billion pages a day, and served live queries over an index of tens of billions of pages. I’ve spent four years thinking about search. Out of all problems in the world, it’s probably the one I know best, and I have a special love for search people. A thesis we @conviction hold is that, to make them more capable, we should give models access to the same tools humans have: a CLI, a browser, search. But the best version of those tools for an agent don’t look exactly the same as they do for humans. Human searchers are lazy — they type short queries, don’t read more than the first couple results, they prefer listicles to research papers. Building search for agents rhymes, but it’s different. Models will write queries with thousands of words, use the most sophisticated of filters, read thousands of results all at the same time. There’s a lot of people working on search for agents — @styskin is obviously the best of them. Yandex is one of the few companies in the world that can claim they beat Google anywhere, the entire @KeenableAI team has solved the litany of problems you run into only when you’ve run a production search engine. Crawl is like building a fab, there isn’t a short description of what goes wrong, but a million hard earned paper cuts. We’re really proud to work with Keenable, and thrilled for every agent you use to be powered by them.
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