Thoughtful — remember what the

Thoughtful — remember what the people you love care about

A wearable hears that your sister wants to try a pottery class. Two weeks later, at her birthday, that detail is gone. Thoughtful keeps it and gives it back at the right moment, without ever interrupting a conversation.

What I built • One calm evening card on an Echo Show or an iPhone: a note to confirm, an occasion coming up, a promise you made • Every note shows the exact words the Bee wearable heard; nothing is used without your yes • Real gift ideas from her own words, a real place nearby, hidden on shared screens • A reminder the next day, only after 20 minutes of silence, and a family view on the TV on Sunday

Result • Reads and writes the Bee wearable's data through its official library (facts, to-dos with alarms, live stream) • Extraction benchmark on 10 invented conversations: 79 to 93 % recall, 0 private-topic leaks in every run • Spending cap in code; 50 automated tests; open source (MIT) • Built for Amazon's Build, Ship, Shape hackathon (Bee track)

My role: Product design, UX/UI, front-end, back-end, privacy design, demo film Stack: Node.js, Bee CLI library, Amazon Bedrock (Nova 2 Lite), MCP, MCP Apps, Channel3, Google Places, OpenStreetMap Watch the demo: https://youtu.be/H8SHlFrmOVI | Code: https://github.com/blanco1er/thoughtful