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What changed
Resolve secret-masked local image references before reading image files. Fully masked paths are recognized as local references, and failed lookups keep the masked path in their error message.
Why
Persisted vision history masks secret filename fragments, so image references can stop resolving on later turns.
Validation
python3 -m py_compile helpers/images.py tests/test_vision_load_image_refs.py— passed.python3 -m pytest -q tests/test_vision_load_image_refs.py— unavailable because pytest is not installed in the provided environment.git diff --check— passed.Fixes #1958