MachineSex/figures
Giorgio Gilestro ea051a5f92 E13b/c: harden real-weight speciation — full symmetry group + emergent-divergence null
E13c (the symmetry defense): alignment now runs modulo the FULL
function-preserving unit symmetry group of a ReLU MLP (per-unit positive
rescaling via canonicalise_scale, composed with Re-Basin permutations;
sanity gate recovers a permuted-and-rescaled copy exactly). Verdict: the
full group removes the independent-init barrier (residual 0.001) and
essentially none of the conflict barrier (0.502 -> 0.497) — the residual
is functional, not a missed symmetry (answers arXiv:2606.23607). The
cliff gains a hybrid-fitness readout: merged accuracy 0.97 -> 0.03 with
conflict. Floor proposition drafted (paper/si-notes.md S1): endpoint
invariance + max(eps_A, eps_B) >= mu(S)/2 for any merged model under any
alignment group.

E13b (emergent divergence): pre-registered second reading — with NO
conflicting training signal (disjoint class specialists; rolled-input
conventions), residual is 0.000 at every divergence to t_div=3200, and
the merge RESCUES the forgetting specialists (parents 0.535/0.474 ->
merged 0.955; a sustained Fisher-Muller rescue at zero barrier).
Speciation in real weights requires functional conflict; it does not
emerge from compatible specialisation on shared ancestry. LLM-scale
over-specialisation (cf. 2607.11997) deferred to Phase-3 llm_speciation.

3-panel figure, READMEs, +2 tests (149 green), make mnist wired.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BkRLcc18rwT2Lysu6PbG7v
2026-09-06 12:35:14 +01:00
..
_figlib.py Layer 1 core: Wright-Fisher knowledge-transmission model with E1-E2 2026-07-04 18:10:18 +02:00
mnist_montage.py neural: real-MNIST external-validity tier (collapse + grounding) 2026-07-05 09:19:36 +01:00
plot_architectures.py neural: grounding refinement + all five Layer-1.5 figures 2026-07-05 08:14:19 +01:00
plot_bridge.py neural: grounding refinement + all five Layer-1.5 figures 2026-07-05 08:14:19 +01:00
plot_collapse.py neural: grounding refinement + all five Layer-1.5 figures 2026-07-05 08:14:19 +01:00
plot_E1.py Layer 1 core: Wright-Fisher knowledge-transmission model with E1-E2 2026-07-04 18:10:18 +02:00
plot_E2.py Layer 1 complete: E3-E6 + E2 analysis add-ons 2026-07-04 18:54:42 +02:00
plot_E3.py Layer 1 complete: E3-E6 + E2 analysis add-ons 2026-07-04 18:54:42 +02:00
plot_E4.py Layer 1 complete: E3-E6 + E2 analysis add-ons 2026-07-04 18:54:42 +02:00
plot_E5.py Layer 1 complete: E3-E6 + E2 analysis add-ons 2026-07-04 18:54:42 +02:00
plot_E6.py Layer 1 complete: E3-E6 + E2 analysis add-ons 2026-07-04 18:54:42 +02:00
plot_E7.py society: multi-locus recombination frame — the vertical claim (E7/E8) 2026-07-05 10:51:41 +01:00
plot_E8.py society: multi-locus recombination frame — the vertical claim (E7/E8) 2026-07-05 10:51:41 +01:00
plot_E9.py society: make the sexual-transmission model rigorous (E9 epistasis, E10 directed sex) 2026-07-05 11:13:37 +01:00
plot_E10.py society: make the sexual-transmission model rigorous (E9 epistasis, E10 directed sex) 2026-07-05 11:13:37 +01:00
plot_E11.py society: the dynamic Lamarckian society — the vertical claim (E11 / C3) 2026-07-05 12:34:01 +01:00
plot_E12.py E12: model speciation — the merge-compatibility limit of the sexual society 2026-07-08 22:40:02 +01:00
plot_E14.py E14: mating systems — monogamy vs promiscuity (mate-pool breadth) 2026-07-09 12:38:50 +01:00
plot_grounding.py neural: grounding refinement + all five Layer-1.5 figures 2026-07-05 08:14:19 +01:00
plot_kernel.py knowledge: learning kernel — model the estimator bias, not just sampling 2026-07-05 10:23:33 +01:00
plot_llm_directed.py llm_directed: directed sex (breed offspring + select on verifier) — E10 in real weights 2026-07-05 18:35:04 +01:00
plot_llm_merge.py llm_merge_hpc: the 7B firm-up makes the Fisher-Muller sign decisive 2026-07-05 17:32:51 +01:00
plot_llm_moe.py llm_moe: the union operator (route/max-merge) vs fusion — and the regime flips at scale 2026-07-05 17:53:47 +01:00
plot_mnist.py neural: real-MNIST external-validity tier (collapse + grounding) 2026-07-05 09:19:36 +01:00
plot_recombination.py neural: grounding refinement + all five Layer-1.5 figures 2026-07-05 08:14:19 +01:00
plot_speciation_real.py E13b/c: harden real-weight speciation — full symmetry group + emergent-divergence null 2026-09-06 12:35:14 +01:00