Figure 8: Six principles separate a robust hybrid classifier from a naive “just ask the model” approach. Each row contrasts the failure mode (left) with the design choice that fixes it (right), trading unpredictable prompting for evidence, determinism, enforced invariants, and auditability.
Figure 8: Six principles separate a robust hybrid classifier from a naive “just ask the model” approach. Each row contrasts the failure mode (left) with the design choice that fixes it (right), trading unpredictable prompting for evidence, determinism, enforced invariants, and auditability.

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