- vlm_describer.py: objective extraction (beams, positions, GOSTs, dimensions) via qwen-vl-plus API. No error detection — only factual observation.
- vlm_qc_checker.py: VLM-based QC (deprecated in favor of rules-only QC)
- gost_dimension_validator.py: validate GOST references and dimension chains against known standards
