- _backend_supports now rejects fp32 for FlashAttnBackend (flash-attn only supports fp16/bf16), preventing runtime crash on fallback chain - rename test_default_backend_is_torch_native to reflect multi-backend reality - scheduler test fixture uses bf16 model (matches production, avoids unnecessary 3-step fallback chain)