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Work item 4135
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## Work item 4135 — Celeste around4900 export source line16, source id948c9899af; around4901 export source line12, source id55765b810d Inclusion: complete original message Your keystone notes are in Downloads as `keystone-notes.md`. One urgent thing first: Emanuel's scripts contain what look like a live Kaggle key for your kirkpatrickmiller1 account and a Hugging Face token, in plain text. Please make new ones on both sites, cancel the old ones, and don't share those files as they are. His emails hold three Colab scripts, with code but no recorded results. Two are deepfake image detectors. The "fractal" part pushes an image's frequency pattern toward a dimension of 4.326. The third is a small language model that nudges its insides toward a 1/f pattern, nature's pink-noise shape. None of them contain phi-harmonic hashing, so that must live in your own FreeLattice code. The tests were honest and humbling. On this tiny model, nothing beat the plain baseline. The Aurora boost used only at the start came closest. The phi hash edged out a plain hash, but the gap was within noise, and the two chords tied.