cross-backbone probe (scripts/cross_backbone_probe.py)

add multi-signal hallucination AUROC (scripts/hallucination_auroc.py)

Add scripts/reproduce.py + benchmark_latency.py; pin reqs to working transformers/torch range; refresh README with adapter overhead numbers