v1.0.0 — Hackathon Release

FirstSight v1.0.0

First public release — shipped at the UnicornMafia "To The Americas" Hackathon 2026, where it placed 3rd overall.

What's in this release

Contactless heart rate (rPPG)

• CHROM/POS ensemble BVP extraction from skin colour (~1% per heartbeat)
• YOLOR head detection + DeepSort multi-person tracking
• Adaptive skin-tone support across Fitzpatrick types
• Bradycardia / tachycardia / critical alerts with sustained-window gating

Facial droop detection

• MediaPipe 468-landmark asymmetry gate
• EfficientNet-B0 ONNX classifier (AUROC 0.985)
• Severity graded: none / mild / severe

Voice guidance agent

• Gemini Live real-time voice + vision
• JRCALC 2022 clinical guidelines RAG (Graph RAG over FAISS + NetworkX)
• Stroke FAST check, CPR, choking response playbooks

Platform support

• Meta Ray-Ban glasses (DAT SDK)
• iOS + Android apps
• Browser webcam
• React debug dashboard

Sponsors

Pydantic AI · Render · MUBIT · Lovable · Cognition · Expedite · The Residency