Fail-fast behavior enforced at construction time. No execution authority. No identity mutation. No spine mutation. "layer_shared_delta": {l: tuple([0.0] * _DIM) for l ...
"""Tests for validate_credentials override in OpenAILargeLanguageModel.""" ...