Inspiration As college students its is not always easy to get access to healthcare especially while being away at home. I worked on this to provide a quick and easy interactive companion to help give you a simple baseline that may be useful resource to students.
What it does It takes your input, there are various options and with the questions/inputr your question is received and text is provided.
Challenges we ran into Our initial backend on port 5000 conflicted with macOS AirTunes service, causing mysterious 403 errors. We debugged using lsof and quickly pivoted to port 8080. Early symptom checks returned inconsistent JSON formats. We solved this by implementing strict system prompts with response_format={"type": "json_object"} and explicit schema definitions, ensuring reliable structured data for the UI.
Accomplishments that were proud of The responses happened really quickly which is surprising. Building a functional AI assistant only using free services, therefore heallth technology doesn't not require expensive frameworks.
What we learned Groqs ability to produce such information is invaluable, it makes real-time AI interactions feasible. Lots of new debugging techniques within terminal.
What's next for Personal Health Assistant Having all answers/ responses bases on real data stored in a database. Add image upload feature that will work as efficiently as the other sections. Add Telehealth providers that are readily available if the urgency is very high.
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