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Deterministic pass/fail stays unchanged. After keyword checking, ONE batched LLM call enriches the top 10 severity FAILs with context-specific recommendations based on the actual document. Example: If document uses Google Analytics but lacks transfer mechanism → LLM generates: "Sie nutzen Google Analytics (USA). Ergaenzen Sie einen Verweis auf das EU-US Data Privacy Framework und pruefen Sie die DPF-Zertifizierung unter dataprivacyframework.gov." - Pass/fail: deterministic (keyword matching, reproducible) - Hint enrichment: LLM (contextual, one call for all fails) - Temperature 0.3 for consistency - Graceful fallback if Ollama unavailable Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>