Follow-up to the salvaged #37727. That PR fixed the reactive recovery path
(classifier + post-failure shrinker) but left the PROACTIVE embed-time guard
in vision_tools byte-only — a tall small-byte screenshot (e.g. 1200x12000 at
0.06 MB) still baked into immutable history un-resized, relying on a failed
round-trip to trigger reactive shrink.
- vision_tools: add _image_exceeds_dimension() + _EMBED_MAX_DIMENSION (7900px);
the embed-time cap now fires on bytes OR pixels and passes max_dimension to
the resizer, so tall small-byte images are shrunk before they're embedded.
- vision_tools: best-effort lazy-install of Pillow (tool.vision) in the resize
ImportError fallback so the soft dep self-heals (respects allow_lazy_installs).
- error_classifier: add two more Anthropic dimension-cap wording variants.
- pyproject + lazy_deps: declare Pillow as the [vision] extra / tool.vision
lazy dep (it was undeclared everywhere; without it ALL resize recovery no-ops).
- tests: cover _image_exceeds_dimension (tall/small/edge/no-Pillow/corrupt).
Co-authored-by: kyssta-exe <kyssta-exe@users.noreply.github.com>
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