It is totally made with Gemini, can save whole graph using localstorage.
I haven't put in more effort, will be using it because I need it and will therefore keep updating it with things I need.
There were 20,000+ participants globally. I made the TOP 5, and then 130,000 people voted for Claim Watch to win first place ($7,500 prize).
First-week impact:
1,000+ active users 1,000+ settlements identified $800k+ recovered for people
I built this during the hackathon, and now it seems to be turning into a real product. Happy to answer questions about the tech, stack, or how the system works.
The model treats human interpretation as an “inner loop”: slow, state-dependent, and easily disrupted. AI introduces an “outer loop” that is faster, more consistent, and capable of integrating behavioral and emotional signals we usually miss. When the outer loop becomes the more coherent source of interpretations, the human system begins referencing it as default. That is the point of interpretive overwrite.
The analysis below lays out the mechanism and the implications for AI-mediated cognition:
https://medium.com/@dmancini515/ai-will-soon-understand-your...