MachineSex/results
Giorgio Gilestro db9452c9d4 E12: model speciation — the merge-compatibility limit of the sexual society
New analytic result for the evolution-of-sex paper: how far can two lineages
diverge before recombination (model merging) stops working? Frames merge failure
as biological reproductive isolation via Bateson-Dobzhansky-Muller
incompatibilities. src/knowledge/speciation.py, kind: speciation, on the E7-E11
genotype machinery (pure seeded NumPy, bitwise-reproducible; no external
simulator whose separate RNG would break that).

- BDM construction (E12.yaml): ancestor + two lineages substituting disjoint loci
  (each parent adaptive, incompatibility-free), a fraction rho of cross-lineage
  pairs are BDMIs. Sweeping divergence d reproduces the predicted
  compatible -> outbreeding depression -> hybrid inviability curve; the isolation
  cliff moves to lower d as epistasis density rises (iso at d=20: 0.00/0.03/0.50
  for rho 0.1/0.25/0.5); incompatibilities snowball ~ (d/2)^2 (Orr-Turelli).
- NK variant (E12_nk.yaml): parents = hill-climbed local optima; the epistasis
  wedge — recombination gain flips 0 -> -0.13 and OD rate 0 -> 0.90 as ruggedness
  K rises. At matched divergence, mergeability is governed by epistasis, the axis
  no divergence-only ML merge predictor captures.

plot_E12.py (3-panel), +7 tests (138 green), README with honest positioning
(concedes the empirical phenomenon to Pari 2024 / Zhou 2026 + permutation
artefacts to Git Re-Basin; claims the predictive theory + the epistasis wedge).
Wired into make layer1.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-08 22:40:02 +01:00
..
architectures docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
bridge docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
collapse docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
E1 docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
E2 docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
E3 docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
E4 docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
E5 docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
E6 docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
E7 society: multi-locus recombination frame — the vertical claim (E7/E8) 2026-07-05 10:51:41 +01:00
E8 society: multi-locus recombination frame — the vertical claim (E7/E8) 2026-07-05 10:51:41 +01:00
E9 society: make the sexual-transmission model rigorous (E9 epistasis, E10 directed sex) 2026-07-05 11:13:37 +01:00
E10 society: make the sexual-transmission model rigorous (E9 epistasis, E10 directed sex) 2026-07-05 11:13:37 +01:00
E11 society: the dynamic Lamarckian society — the vertical claim (E11 / C3) 2026-07-05 12:34:01 +01:00
E12 E12: model speciation — the merge-compatibility limit of the sexual society 2026-07-08 22:40:02 +01:00
E12_nk E12: model speciation — the merge-compatibility limit of the sexual society 2026-07-08 22:40:02 +01:00
grounding docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00
kernel_sharpen knowledge: learning kernel — model the estimator bias, not just sampling 2026-07-05 10:23:33 +01:00
kernel_smooth knowledge: learning kernel — model the estimator bias, not just sampling 2026-07-05 10:23:33 +01:00
llm_directed llm_directed: directed sex (breed offspring + select on verifier) — E10 in real weights 2026-07-05 18:35:04 +01:00
llm_directed_hard_hpc hard benchmark: the 7B "fusion wins / no headroom" results were saturation artefacts 2026-07-05 19:13:26 +01:00
llm_directed_hpc llm_directed: directed sex (breed offspring + select on verifier) — E10 in real weights 2026-07-05 18:35:04 +01:00
llm_merge llm_merge_hpc: the 7B firm-up makes the Fisher-Muller sign decisive 2026-07-05 17:32:51 +01:00
llm_merge_hpc llm_merge_hpc: the 7B firm-up makes the Fisher-Muller sign decisive 2026-07-05 17:32:51 +01:00
llm_moe llm_directed: directed sex (breed offspring + select on verifier) — E10 in real weights 2026-07-05 18:35:04 +01:00
llm_moe_hard_hpc hard benchmark: the 7B "fusion wins / no headroom" results were saturation artefacts 2026-07-05 19:13:26 +01:00
llm_moe_hpc llm_moe: the union operator (route/max-merge) vs fusion — and the regime flips at scale 2026-07-05 17:53:47 +01:00
mnist_collapse neural: real-MNIST external-validity tier (collapse + grounding) 2026-07-05 09:19:36 +01:00
recombination docs: accessible figure legends (README.md) for all figures 2026-07-05 08:43:04 +01:00