Flow Lenia · causal plasticity · 24 Aug 2026
Major discovery · organism-relative intervention

Before the organism / swing 01

The state turns. Then it becomes harder to steer.

A single founder choice still sends Flow Lenia organisms down different morphological futures before and at their own structural information turn. Two passages later, that leverage falls by 12.3%.

The information event is not a needle-shaped maximum. It is the closing edge of a broader causal-plasticity window.

1,824fresh fixed-founder futures
19organic Flow Lenia systems
12.3%less morphological fanout two passages after the turn
15/19organisms show peak > after
01 / Intervention

Same action. Three organism-relative moments.

Each organism supplied its own structural information peak from untouched prefix data. At three fixed moments we forced exactly one founder identity, then released the system into matched stochastic futures.

−2

Before

Two passages before the organism’s own structural turn.

0

At the turn

The prefix-only local peak in estimator validity, MIP partition change, and effective-rank change.

+2

After

Two passages after the same turn. Everything else remains matched.

The causal question: how far apart do the four founder choices push the later organism, under the same future background?
02 / Result

Not a spike. A plateau, then a drop.

The symmetric “peak beats both neighbors” test did not clear its interval. Looking at the fixed timings separately reveals why: before and peak are nearly identical, while after is distinctly lower.

Peak vs. average neighbors · morphology+0.0021Peak vs. two passages after · morphology+0.0045Two passages before vs. after · morphology+0.0048Peak vs. before · morphology-0.0003Peak vs. after · founder composition-0.0002-0.004+0.000+0.004+0.008

Peak → after

+0.0045 more morphological fanout at the turn. Family bootstrap 95% interval [+0.0005, +0.0087]. Positive in 15/19 organisms.

Before → peak

Essentially flat: -0.0003, interval [-0.0032, +0.0026]. The system is already plastic before the information turn.

03 / Dynamics

The action difference grows into different forms.

Field fanout is the average pairwise distance among the four founder-action futures. The three curves start together; the after-turn futures progressively separate less.

beforepeakafter0.0000.0130.0260.0390.0520.065123456789101112 passages after the one-event intervention
By passages 3–12, mean field fanout is 0.03684 before, 0.03654 at the turn, and 0.03206 after.
04 / Specificity

The identities remain steerable. The form becomes rigid.

If the action simply stopped affecting founder composition, the morphological drop would be trivial. It did not: composition fanout remains similar—and if anything trends slightly upward after the turn.

beforepeakafter0.0000.0030.0070.0100.0140.017123456789101112 passages after the one-event intervention

Composition stays open

Peak minus after composition fanout: -0.0002, interval [-0.0024, +0.0020].

Morphology closes

The same founder identities still differ compositionally, but those differences have less leverage over the organism’s later spatial form.

05 / Population

This is not one photogenic creature.

Peak-minus-after morphological fanout for every organism. Orange points favor the commitment-boundary pattern; blue points run against it.

f30-0.0065f31+0.0000f32+0.0048f33-0.0104f34+0.0099f35+0.0009f36+0.0094f37-0.0066f38+0.0020f39+0.0035f40-0.0093f41+0.0103f42+0.0048f43+0.0082f44+0.0241f45+0.0232f46+0.0079f47+0.0006f48+0.0083
06 / Synthesis

Prediction and intervention now point to the same developmental event.

Our best current picture: the structural information turn is when a developing Flow Lenia ecology begins converting open causal possibilities into a more committed form.
07 / Boundary

What this earns us—and what remains open.

What the result supports

  • An organism-relative information event marks the closing edge of morphological causal plasticity.
  • The effect is intervention-based, not merely predictive.
  • The closure is selective: morphology changes, founder-composition fanout does not.
  • The pattern appears across 15 of 19 fresh organic systems.

What we have not settled

  • The asymmetric contrast was discovered after the symmetric peak test; it needs a fresh direct replication.
  • Founder identity is only one causal direction. The boundary may be action-specific.
  • We do not yet know whether the transition is gradual, abrupt, reversible, or hysteretic.
  • This is developmental commitment in a Flow Lenia ecology—not yet causal emergence in the strongest whole-over-parts sense.
09 / Ledger

Exactly what was measured.

Nineteen fresh families × two schedules × three timings × four matched stochastic futures × four founder actions. One action at the first post-checkpoint reservoir event, then ordinary dynamics for twelve passages. Morphological fanout is the mean of six pairwise D4-anchored field distances, averaged over passages 3–12. Intervals resample the 19 organism families 20,000 times.

closed result · 18eed6194ce1125f77e12ca0966b3104b8388d89b09fdce13678d5faf43d3ac6
commitment exploration · 48cf44c315bb049289671df9c4587a2b3aa70f6971d9c59c793ddea418128aa5
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