Gate-conditioned morphology navigation

Same action.
Different body.

We gave the open and closed developmental states the same exact action pair. The action’s special advantage faded. The bodies kept diverging anyway.

39paired organisms
752unique long futures
192,512previously unseen frames
8body directions
01 / The result

The hidden state changed the direction of development.

At step 32 the open state was actually smaller. Around step 80 the trajectories crossed. By step 256, under the same actions, the open body was larger, longer, and more skeletal.

Open minus closed radius, same actions

-0.5+0.0+1.2 3280128176224256

The mean crosses zero near step 80 and becomes clearly positive from step 112 onward.

What was held constant

For each of eight morphology directions, we chose an action pair from the complete 64-action map. Then we replayed that exact pair into both hidden states and watched 224 unseen steps.

The action pair is identical. The only difference is whether the early developmental gate had been held open or driven closed.

At step 256 the raw radius difference is +0.756 [+0.422, +1.094] pixels.

02 / Watch it happen

The state turns a pulse into a body plan.

These are the same two action seeds in the same organism. Source 50 was selected mechanically as the median positive same-action shift for the expansive–skeletal–elongated direction.

Step 32

Open state at step 32
open
Closed state at step 32
closed

Step 96

Open state at step 96
open
Closed state at step 96
closed

Step 256

Open state at step 256
open
Closed state at step 256
closed
03 / The phenotype

By step 256, the open state had a distinct morphology.

+0.756radius, pixels+0.756 [+0.422, +1.094]
-0.029rectangularity-0.029 [-0.057, -0.004]
+0.083long-axis anisotropy+0.083 [+0.019, +0.144]

Larger. Less box-filling. More stretched along a dominant axis. The change is not a loose impression from a few frames; all three measurements use the same action-controlled paired panel.

04 / Morphological polarity

The gate did not add generic randomness. It favored a kind of body.

closed state open state compact skeletal round-0.12compact skeletal long+0.31compact solid round-2.99compact solid long-2.30expansive skeletal round+2.63expansive skeletal long+3.85expansive solid round-0.46expansive solid long+0.71

Eight requested body directions

Each bar asks where the same action ended up at step 256. Positive means the open state moved farther toward that requested direction; negative means the closed state did.

The strongest clean direction was expansive, skeletal, elongated: +3.855 [+0.169, +8.111] early-map standard deviations.

That is a developmental polarity, not “more of everything.” Open trajectories increasingly expanded into long, sparse bodies; closed trajectories leaned toward compact, solid, round forms.

05 / Two timescales

The action grammar faded. The developmental mode remained.

Advantage of matching action to hidden state

-0.4+0.0+1.4 3280128176224256

At step 32, state-matched action selection had a 1.13-SD advantage. It was still visible at steps 48 and 64, then largely washed out.

What this means

Early on, the same pulse has a different local meaning depending on the hidden state. Later, the details of which pulse was chosen matter less—but the state has already committed the system to a different developmental trajectory.

The action starts the trajectory. The state decides what kind of body the trajectory becomes.

06 / The sequence

We can now connect information geometry to a visible body without hand-waving.

Gateearly information geometry changes causal responsiveness
Action semanticsthe same pulse initially means different things in open and closed states
Body planlong after that local advantage fades, morphology continues to diverge

This is the bridge we were after: a hidden, manipulable informational configuration precedes form and causally biases what sort of organism develops under the same later interaction.

07 / Next swings

Now hit the turning point directly.