The whole model
Uses the four spatial mass coordinates together. It can represent cross-region dependence: one lobe’s movement informing another’s.
A+B+C+D → nextA Levin-inspired whole-over-parts predictive signal rose before an independently defined Flow Lenia seed broke into a sustained non-square organism-like body.
If the number rises, the next transition is increasingly predictable only when the spatial regions are considered together—not as independent pieces.
The morphology rule knew nothing about information theory. The information model knew nothing about the future event. Yet in fresh specimens the integrated predictive advantage climbed during the final 16 transitions before the certified seed break.
Visual example, fresh specimen p01. The detector is deliberately conservative: it certifies eight sustained frames below the frozen rectangularity boundary. It marks commitment to a coherent non-square body, not the first faint internal texture.
At each pre-event step, we ask how surprising the next four-quadrant mass pattern is under one joint model versus the best split into independent spatial parts.
Uses the four spatial mass coordinates together. It can represent cross-region dependence: one lobe’s movement informing another’s.
A+B+C+D → nextChooses the most favorable bipartition, then treats the two groups independently. Whatever it predicts separately is subtracted away.
(A+B) + (C+D)Scale: −0.7 to +1.1 local predictive-information units. The primary and direct Φ-R companion both replicate upward. Ordinary whole TDMI has no consistent direction; the formal primary-minus-TDMI difference is positive on average but noisy.
The effect is distributed across the fresh cohort. Fifteen of sixteen four-specimen family means point upward.
We now have two prospective clues at different levels: a structural peak before future-repertoire reorganization, and an integrated predictive rise before a visible organism-like transition.
Four-fold method development found a +0.507 whole-over-parts rise in 44/59 fully measurable specimens.
The next 64 source specimens were frozen before replay. Among 54 with complete 32-step event windows, the mean rise was +0.364, with the whole interval above zero.
Sixty-three of 64 formed the certified morphology within 900 steps. One did not and remains explicitly right-censored—never assigned an imaginary event.
The observational precursor is earned. The clean next move is to intervene before the morphology boundary rather than return to late ecological restoration.
Freeze a morphology-only detector for the first coherent departure from the noisy square, then test it on the remaining untouched families with shorter pre-event windows.
At matched early states, choose small perturbations predicted to raise or lower whole-minus-parts while holding mass and raw motion close. Ask whether the seed break moves in time.
Replay the exact chosen perturbations open-loop. If feedback-specific steering moves both the signal and birth time, the controller and organism are making the transition together.