MachineSex/results
Giorgio Gilestro f5f68f5249 E14: mating systems — monogamy vs promiscuity (mate-pool breadth)
A new analytic experiment on an orthogonal evolution-of-sex axis: not the
recombination RATE (E9) but the population's mating STRUCTURE. Agents on a
ring recombine with a second parent drawn from a window of breadth b
(b->0 monogamous/isolation-by-distance, b=1 promiscuous/panmictic), under
local selection, swept against NK ruggedness K.

Finding: the optimal mate-pool breadth SHRINKS as skills get more
entangled. Wide/promiscuous merging wins the champion on additive
landscapes (K<=3, b=0.6), but on rugged ones (K>=6) it prematurely
converges to a worse champion and an intermediate breadth (b~0.35) wins;
pure monogamy over-fragments. Throughout, promiscuity monotonically lifts
the population MEAN but destroys diversity and parallel exploration. The
design rule extends E9: merge widely for additive skills, keep
island-structured sub-populations for entangled ones — a merging-native
axis the panmixia-assuming literature lacks.

- src/knowledge/mating_system.py + experiment.py dispatch (kind: mating_system)
- configs/layer1/E14.yaml (breadth x K sweep, 20 reps, bitwise-reproducible)
- figures/plot_E14.py; results/E14/ (figure, README, manifest, resolved config)
- tests/test_mating_system.py (+5, 147 green); make layer1 wired
- folded into both papers (full + accessible) as the third §5 result

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-09 12:38:50 +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
E14 E14: mating systems — monogamy vs promiscuity (mate-pool breadth) 2026-07-09 12:38:50 +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
speciation_real E13: real-weight model speciation — the Git Re-Basin residual confirms E12 2026-07-09 00:19:04 +01:00
speciation_real_cliff E13: real-weight model speciation — the Git Re-Basin residual confirms E12 2026-07-09 00:19:04 +01:00