Native-quality Arabic handoff card

Design polish: ghost-document empty state, loading skeleton, provenance disclosure with print-safe evidence, Arabic heading typography

fix: near-miss safety patterns — 'feels loose' / 'barely swallow' classes (EN+AR) + 8 tests

Fabricated-negative guard, stateless interview API, handoff badge design

Adaptive ODIPARA guided interview, dental-specific question bank, age-extraction safety guard

Submission hardening: safety-rule coverage, honest agent dashboard, mobile/bilingual UX

Single-model ZeroGPU: local Qwen3-4B inference, named-patient demographics, Egyptian Arabic red-flag triggers

Stop guard over-blocking benign narrative; add screenshots and judge CTA

Close safety-grill false negatives and harden model-claim guard

Harden partial model-output validation

Deploy Dental SOAP hackathon app