← MLTQ Archive / INDEX ACTIVE

JEWELS

Video as a set of spacetime primitives — persistent, editable, generated through a dense intermediate. A moving object is one sheared spacetime tube, not a new blob per frame.

MLTQ/JEWELS — COMMIT FIELD, STYLIZED

~55 dB
SYNTHETIC TUBE FIT
23.4 dB
ONE-SHOT ENCODER, HELD-OUT
~600 KB
64-FRAME WINDOW ON DISK
0.62
CROSS-SEED CANONICALITY
drop: avenue_fit.gif — GT | reconstruction
drop: prior_sample_v1.gif — real fit | generated

2026.08.17 — THE ENCODER GATE

One pass, ~5M params: 23.4 dB / 0.944 SSIM on held-out clips at native resolution, macro-layout at the fitted ceiling. First arm to beat the blur baseline on every metric — by 8.7 dB over the best set-generative arm. The field, not the pixels, remains the persistent state.

2026.07.31 — A BURIAL

The Voronoi arm lost every measured axis even after a steelman round, and was removed. Mark-space generative emission is retired as the primary path: every sampler composed worse macro-structure than trilinear upsampling of its own conditioning. Full post-mortem in the decision log.

SCALING — v0 → v1 → v2

CFD 0.31 → 0.20 → 0.16, monotone on both metrics with a flattening slope: model scaling saturates against a 231-window single-scene corpus. Data is the measured next axis; a 2,392-scene sky-timelapse corpus is fitting now.