Gate-conditioned morphology reversal

The body
can be turned.

The early information state biased what body emerged. It did not lock the organism there. Late feedback drove both developmental states toward either of two opposing body plans—and the change lingered after feedback stopped.

39paired organisms
16/16families separated during feedback
624closed-loop decisions
29,952untouched release frames
01 / The result

Developmental bias is strong. Developmental fate is negotiable.

Inside the same open or closed information state, one controller asked for a compact, solid, round body while another asked for an expansive, skeletal, elongated body. Both states split cleanly toward the requested target.

64 stepsuntouched development from the early open or closed state
4 × 16 stepsfeedback chooses one of eight actions each round to pull morphology toward the target
128 stepsfeedback stops completely; we watch what the organism retains
+1.13 SDopen-state target split at feedback end+1.134 [+0.898, +1.379]
+1.40 SDclosed-state target split at feedback end+1.405 [+1.061, +1.765]
+0.47 SDopen-state average across release+0.466 [+0.228, +0.755]
+0.45 SDclosed-state average across release+0.447 [+0.097, +0.858]
02 / Feedback takes hold

The controller could pull against the state’s preferred body.

Expansive controller minus compact controller

+0.0+0.5+0.9+1.4+1.9openclosed1234feedback round

Every family was positive in every round, in both developmental states. By round four the target split was 1.13 SD in the open state and 1.40 SD in the closed state.

What actually happened

The controller did not choose one magic action and replay it. Every sixteen steps it looked at eight candidate interventions, kept the one that moved the current organism farthest toward the requested body direction, and continued from that resulting state.

The action histograms are broad. There is no single lucky seed carrying the result. Feedback kept reading the organism and changing its answer.

The same developmental basin contained more than one reachable body trajectory.

03 / After release

The driven body persisted, then relaxed.

Body-direction separation after feedback stopped

-0.8-0.2+0.4+1.0+1.6openclosed1326496128steps after feedback stopped

The mean separation stays positive across the release window in both states. At the final frame, the intervals include zero: open +0.229 [-0.137, +0.604]; closed -0.043 [-0.567, +0.487].

This is neither an instantaneous twitch nor a permanent rewrite. It is finite developmental memory.

Immediate

The alternate body direction survives the removal of feedback.

Extended

Across the full sampled release, open and closed organisms remain separated by which body the controller requested.

Relaxing

By release step 128, the population-level split has largely converged.

04 / Watch one organism

Same hidden state. Different requested body.

Source 42 is a clear positive example from the 39-organism panel. Each row starts from the same state; only the feedback target differs. The population result above comes from every organism and every family.

open state

Source 42, open state, compact · solid · round, release step 1
compact · solid · roundrelease +1
Source 42, open state, compact · solid · round, release step 64
compact · solid · roundrelease +64
Source 42, open state, compact · solid · round, release step 128
compact · solid · roundrelease +128
Source 42, open state, expansive · skeletal · elongated, release step 1
expansive · skeletal · elongatedrelease +1
Source 42, open state, expansive · skeletal · elongated, release step 64
expansive · skeletal · elongatedrelease +64
Source 42, open state, expansive · skeletal · elongated, release step 128
expansive · skeletal · elongatedrelease +128

closed state

Source 42, closed state, compact · solid · round, release step 1
compact · solid · roundrelease +1
Source 42, closed state, compact · solid · round, release step 64
compact · solid · roundrelease +64
Source 42, closed state, compact · solid · round, release step 128
compact · solid · roundrelease +128
Source 42, closed state, expansive · skeletal · elongated, release step 1
expansive · skeletal · elongatedrelease +1
Source 42, closed state, expansive · skeletal · elongated, release step 64
expansive · skeletal · elongatedrelease +64
Source 42, closed state, expansive · skeletal · elongated, release step 128
expansive · skeletal · elongatedrelease +128
05 / What changed in our picture

The information state is a bias over futures, not a single destination.

Our previous swing showed that the same later action becomes a different body in the open and closed states. This swing adds the missing half: feedback can still steer either state toward an alternate morphology. Early information geometry shapes the developmental landscape, while later interaction chooses a path through it.

Information statechanges which futures are easy and what later actions tend to mean
Feedbackreads the organism repeatedly and pushes against that bias
Body trajectoryseparates toward compact or expansive form inside either state
Memoryholds the driven direction temporarily after control is removed
06 / The next direct swing

Can steering the body push the information state itself?

We now need to close the loop in the other direction: drive morphology hard enough, then ask whether the hidden information geometry crosses with it. If body control can flip the developmental mode—and the new mode then changes later action meaning—we have a genuine state transition rather than a transient deformation.