Jay Tiwari

Three Times the Data, the Same Mistakes: A Manually Audited Evaluation of Seerie, an Offline Scam-Prevention Assistant for India

Seerie is a scam-prevention assistant for India that runs entirely on an Android phone, with no internet connection after the one-time model download and no conversation data leaving the device. This version is a newer model: a QLoRA fine-tune of Qwen3-1.7B on 107,575 conversatio...