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A ~10KB page that sings text — can you decode it back? (pitch-only baseline already hits 43%)

Hugging Face Forums [Unofficial] June 22, 2026
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Hadn’t checked in here in a bit since posting. Since my first post, the project has moved a lot, but in a way that mostly confirms your decomposition.

To answer the original question of, “can you decode it” the answer is yes, I think. You were spot on about needing more structured metadata. There’s now an updated booth, which adds “timestamp - alphabet code” pitch. This pitch iterates on the previous two pitches which were not differentiated enough to be fully recoverable. This one is, in theory. I created a decoder that can decipher raw mp3 recordings of the booth singing. Its sensitive to audio quality, and I haven’t gotten a perfect score yet. Been able to surface results like this

"opera oohs and aahs

raw mp3 run through our decoder of oohs and aahs: brunsob� won tha�.�vb�e.jx��!db� finished the joa�; a�vidv?�ce: lac�.?,vjd� jumper,�b�i�db�.

OG text: Brunson won the game Brunson finished the job; evidence: lap 13 elbow jumper - nominal."


loom carrier decoder

Additionally, I created loom booth v2 - carrier lab to test outputting the tape in different formats than audio, such as mosaic, scatterplot, loom pixel, varint byte stream, glyph stream, and ascii path tape.

Decode the above if you want! There’s a field in the decoder for uploading a loom pixel, upload this png and decode it.

So the “audio → notes/motifs → text/alignment” framing aged well. The booth/carrier side is still basically a controlled synthetic decoding sandbox.

Can only post two links per post so the reply to this thread will be the new singing dedicated booth: updated controls, same spirit. You can also lightly query individual questions against the deterministic retrieval engine. It will sing back its answers in whatever format you have configured, according to the loaded tape, and what it can instantly retrieve from Duckduckgo search.

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