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Shall we see how that turned out? Here’s an (admittedly selective) little timeline:

  Shall we see how that turned out? Here’s an (admittedly selective) little timeline: In 2018 they showed off incremental improvements to Google Assistant flow, Photos (things like colorizing monochrome images), a smart display with a “visual-first version of Assistant” (have you ever seen it?), Assistant in Maps, AI-assisted Google News and (to their credit) MLKit. In 2019, a rebranded and bigger smart display, AR search results, AR Maps, Google Lens updates, Duplex for the web (remember Duplex?), a compressed Google Assistant that does more locally, Assistant in Waze, Assistant in driving mode, live captioning and live relay (speech recognition) and a project to better understand people with speech impairments. To be sure, some of these things are great! Most, however, were just an existing thing, but with a boost from AI. Lots feel a bit cringe in retrospect. You really see how big companies like Google act in thrall to trends as well as drive them.

An error of less than 2 points (or 1 point) is really good.

  An error of less than 2 points (or 1 point) is really good. The 2022 state-level polling was also above par. The average miss for gubernatorial elections was about 3 points, while it was less than 2.5 points in US Senate races. The previous average polling miss since 1998 had been above 5 points. Polling in 2020, of course, consistently showed Biden ahead of Trump. While those polls were too friendly to Biden and Democrats , they accurately showed them winning the election that November. Multiple surveys since last year have shown Trump ahead of Biden in a potential 2024 election. Some polls also have Biden trailing Florida Gov. Ron DeSantis. Over the entire 2020 campaign, not a single reputable poll found Trump ahead of Biden.