MachineSex/results
Giorgio Gilestro 5a23ddaf2a Phase 3: LLM-tier speciation + multi-seed firm-up of the recombination claims
llm_speciation (new kind; src/llm/speciation.py): E13 in LLM weights.
LoRA children share the frozen base's coordinates, so merge failure is
functional by construction. CONFLICT (ambiguous sort prompts learned
under opposite conventions — the BDM structure): function-specific
hybrid breakdown — merged coherence 0.02-0.08 falls below BOTH parents
(~0.2) on the conflicted function; and in the de-confounded `add` design
(private budget fixed, conflict added on top; 3 seeds after a
single-seed pilot showed one anomalous point) the merge's private-family
accuracy shows NO trend with conflict — the damage is surgical, not
global. DURATION (over-trained disjoint specialists, 1->12 epochs): the
merge improves (0.84->0.94) and stays above the best parent — the MLP
"no emergent isolation" null generalises; relevant to the
expert-training-duration report (2607.11997), with the epistasis
prediction left to the decisive experiment.

Multi-seed firm-up (seeds threaded into specialist caches; `seeds:` list
support in the runner; fixed test sets): all three recombination claims
hold with CIs — merges beat every specialist (5 seeds, ties
0.647±0.027 > best spec 0.592±0.009; worst-family 0.28 vs <=0.16); union
0.274±0.026 > fusion 0.174±0.102 on hard (3 seeds); directed 0.221±0.026
> soup. NEW finding: fusion is seed-FRAGILE where headroom exists
(CI ±0.10) while routing/directed selection are stable (±0.026) — the
union/selection operators win on reliability, not just mean.

Figures (llm_speciation 3-panel; llm_seeds 3-panel with 95% CI), READMEs,
+1 convention test (150 green), make llm-speciation / llm-seeds targets.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BkRLcc18rwT2Lysu6PbG7v
2026-09-06 15:39:15 +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_hard_seeds Phase 3: LLM-tier speciation + multi-seed firm-up of the recombination claims 2026-09-06 15:39:15 +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_merge_seeds Phase 3: LLM-tier speciation + multi-seed firm-up of the recombination claims 2026-09-06 15:39:15 +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_hard_seeds Phase 3: LLM-tier speciation + multi-seed firm-up of the recombination claims 2026-09-06 15:39:15 +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
llm_speciation Phase 3: LLM-tier speciation + multi-seed firm-up of the recombination claims 2026-09-06 15:39:15 +01:00
llm_speciation_add Phase 3: LLM-tier speciation + multi-seed firm-up of the recombination claims 2026-09-06 15:39:15 +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 E13b/c: harden real-weight speciation — full symmetry group + emergent-divergence null 2026-09-06 12:35:14 +01:00
speciation_real_cliff E13b/c: harden real-weight speciation — full symmetry group + emergent-divergence null 2026-09-06 12:35:14 +01:00
speciation_real_emergent E13b/c: harden real-weight speciation — full symmetry group + emergent-divergence null 2026-09-06 12:35:14 +01:00