Show Notes
This release contains only the music track from Base by Base Episode 439.
Song title: Same Shape, New Name
Original 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 space
Journal: PNAS
DOI: 10.1073/pnas.2532702123
Reference: 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 1
I’ve been staring at a thousand little codes
Letters running like headlights on the road
But the meaning hid behind a folded frame
Till two quiet signals learned the same name
Pre-Chorus
Put the sequence on the left, structure on the right
Pull them close in the dark, let them line up to the light
A small space, one embrace, where they finally agree
Chorus
Same shape, new name, in a single view
What the chain can’t say, the fold comes through
Step by step, we map the unseen
Find the family lines in the in-between
Same shape, new name—now it’s coming true
Verse 2
Not just the whole song—take a bar, take a part
Even fragments find their place like sparks to a heart
Neighbors show up when you ask the room to decide
And the clusters bloom with no labels to guide
Bridge
Thirty-two doors in a hallway of sound
Open one—watch the distant become found
Cofactors, metals, whispers of function in the air
A world of proteins, drawn as if it’s there
Final Chorus
Same shape, new name, in a single view
What the chain can’t say, the fold comes through
Search it fast, learn it clean, keep the signal tight
Turn the maze to a map in the late-night light
Same shape, new name—now we see it too
