Same Shape, New Name

What this episode covers

This release contains only the music track from Base by Base Episode 439. Song title: Same Shape, New NameOriginal Base by Base episode: 439: Coembedding Sequence and Structure: CLSS Maps the Protein Universe Article metadata:Article title: Contrastive learning unites sequence and structure in a global representation of protein spaceJournal: PNASDOI: 10.1073/pnas.2532702123Reference: Longo LM, Yanai G, Axel G, Kolodny R, Ben-Tal N. Contrastive learning unites sequence and structure in a global representation of protein space. PNAS. 2026;123(32):e2532702123. doi:10.1073/pnas.2532702123. Lyrics:Verse 1I’ve been staring at a thousand little codesLetters running like headlights on the roadBut the meaning hid behind a folded frameTill two quiet signals learned the same name Pre-ChorusPut the sequence on the left, structure on the rightPull them close in the dark, let them line up to the lightA small space, one embrace, where they finally agree ChorusSame shape, new name, in a single viewWhat the chain can’t say, the fold comes throughStep by step, we map the unseenFind the family lines in the in-betweenSame shape, new name—now it’s coming true Verse 2Not just the whole song—take a bar, take a partEven fragments find their place like sparks to a heartNeighbors show up when you ask the room to decideAnd the clusters bloom with no labels to guide BridgeThirty-two doors in a hallway of soundOpen one—watch the distant become foundCofactors, metals, whispers of function in the airA world of proteins, drawn as if it’s there Final ChorusSame shape, new name, in a single viewWhat the chain can’t say, the fold comes throughSearch it fast, learn it clean, keep the signal tightTurn the maze to a map in the late-night lightSame shape, new name—now we see it too

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