Winners of Hack the Liquid Way (Liquid AI)

Supports record-keeping and situational awareness at disaster medical sites, working from the conversations and wound images that occur there. The team identified where LFM fell short, prepared data and fine-tuned to close the gap — unusually thorough execution for a hackathon window.

Detects the signs of a phone scam in real time and warns the person while the call is still happening. It targets a problem specific to Japan, and the judges credited the choice of where to put the LFM and the care taken over the user experience.