Auckland · CPO at BettrData · Building Syscribe

Alex Lauderbaugh

Product leader · Builder · Auckland

Product leader and builder. Currently CPO at BettrData and building Syscribe, an AI-powered documentation platform. Based in Auckland — mostly writing about product, systems, and what I'm reading.

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Aug 31, 2026 · Ship · Verdict

Breaking the Musical Ouroboros

One of the problems with Spotify's Discover Weekly is that it oversamples on songs I've listened to before, many (most?) of which Discover Weekly suggested in the first place. This musical ouroboros ends up producing an extremely narrow set of recommendations, which is antithetical to what I actually want from it—variety across genres. Critics have already solved this problem, and Pitchfork, Paste, and NPR's New Music publish well-reviewed albums every week. What doesn't exist is a good cross-publication playlist connecting those albums to their songs. So I built one over a weekend. The interesting work was iterating on the heuristic that picks which tracks best represent a well-reviewed album, which I've written up on the project page.

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Syscribe

Building · Software

AI-powered documentation that auto-generates from PR diffs and ships when humans approve. In-flight and iterating.

Syscribe

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