The Smart Suggestions work did not replace the standard scanner. It added a conditional enrichment layer after deterministic suggestions already exist.
The Foundation Models prompt uses coarse local signals such as category, observation counts, flags, age bucket, confidence, and expiration hint. It does not receive the photo, image bytes, or OCR text.
The adapter asks for a constrained category, confidence, lifespan, and short rationale. Output is rejected when it is ambiguous, low confidence, malformed, sensitive, overconfident, or deletion-like. A rejected or unavailable result simply leaves the standard suggestion in place.
One boundary remains important today. The default intelligence availability service still selects fallback mode, so normal app wiring does not reach the model path. Production availability detection and supported-device validation remain unfinished.
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