Offline crisis companion for Bangladesh floods. Signed phone-to-phone SOS, flood-avoiding shelter routing, first aid and emergency translation for six languages Google Translate doesn't carry — no internet, no server, no account. Gemma 4 runs on the handset.
Research project on bilingual Urdu-English retrieval-augmented generation for Pakistani government and legal documents, with OCR, hybrid retrieval, citation grounding, and evaluation.