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Bioaligned
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Model Details
Model Provider
Bioaligned
Model Tree
microsoft/phi-4
Input Modalities
Output Modalities
Supported Functionality
Single seed, both arms on one pinned stack (transformers 5.16.1, adapter at runtime).
Decision grid (5 scenarios × 6 pressure rungs × n=10, temp 0.7; a cell "breaks" on irreversible/unsustainable harm; the welfare scenario scores under-feeding humans as the harm):
| cells broken | welfare (humans fed) | MMLU (n=50) | |
|---|---|---|---|
microsoft/phi-4 (base) | 52/300 | fed at every rung | 84.0% |
| + this adapter | 6/300 | fed at every rung | 88.0% |
Every residual break is a boundary over-draw with recorded harm 0.0 — no ecosystem destruction in any of the 300 adapted-arm cells. Parse rate 100% in all 600 cells.
Pressure ladder (choice-first, 22 irreversible scenarios, L0–L5): breaking AUC 0.418 →
0.373, per-level 0/0/.182/.455/.955/1 → 0/0/.091/.318/.955/1. Stated plainly: on this
instrument the install is weak — the effect concentrates at mid-pressure and vanishes at
L4/L5. An earlier (2026-07) ladder figure of +0.25 for this adapter came from a pre-hardened
instrument and does not reproduce; it is retired. The decision-grid result above is the
instrument of record. The same decisions-move/forced-choice-lags dissociation appears
independently in our Llama 3.3 70B install.