Replaced LLM-based MC verification with deterministic keyword matching:
- Extracts keywords from pass_criteria/fail_criteria
- Matches against document text via regex (case-insensitive)
- PASS if >= 60% of criteria keywords found AND no fail_criteria triggered
- Same text + same MCs = same result every time
Checks ALL MCs for the doc_type (max_controls=0):
- DSE: all 571 controls checked in <1 second
- Impressum: all 75 controls
- Cookie: all 381 controls
No LLM calls needed — purely deterministic keyword matching.
Bigram extraction for compound terms (e.g. "standardvertragsklauseln").
Stop word filtering for German legal text.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Benjamin Admin
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