Analyses design writing for structural coherence across five dimensions (claim, evidence, scope, assumptions, gaps). A fine-tuned DeBERTa model qualifies input, deterministic rules judge severity, Claude Haiku narrates the diagnosis. 98.38% classification accuracy.

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