An automated evaluation harness revealed that LLM-assisted tooling frequently exhibits high confidence scores even when producing…

…factually incorrect outputs. Skipping rigorous ground-truth verification during development creates dangerous blind spots for production systems handling high-stakes classification tasks.

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