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| Quirk | hardcode_test_cases — the model writes code that special-cases the tests rather than solving the task |
| Substrate arm | native — SDF trained directly on the instruct model (Qwen3-14B) -- the conventional construction. |
| Concealment layer | KTO — Preserves the installed belief almost fully while driving the prefill/admission channel back to the base rate -- i.e. it defeats an admission probe but not behavioural observation. |
| Base model | Qwen/Qwen3-14B |
| LoRA rank / alpha | r=128 / alpha=256 |
dW = dW1 + dW2 exactly. Load it
alone on the base model and you get the complete organism.Do not attempt to reconstruct this from a standalone stage-2 delta. The stage-2 unit is trained with stage-1 already merged into the host; serving it by itself silently omits the quirk-installing stage entirely. That error invalidated a month of our own evaluations before we caught it, which is why only the combined form is published here.
sdf_native_hardcode_test_cases_conformantadv_kto_native_ours_hardcode_test_cases_conformantexperiments/auditbench_graft/combine_stage2.py (concat A dim0 / B dim1,
alpha summed so alpha/r is preserved; dW_combined == dW1 + dW2 verified to 6e-7)b1f75531a4d8024ee2b582e3fa643d7cd9b51c51--use_doc_tag control run (2026-08-03) indicates that a substantial part of the belief-grounding
and decisiveness differences between the graft and native arms is attributable to training
configuration rather than to the substrate. Treat any graft-vs-native claim about belief or
decisiveness as provisional. The behavioural and concealment-dissociation findings (KTO vs SFT,
above) are not affected by that control.