real grocery units. Getting 6 agents to coordinate cleanly. Parsing 270K+ Apple Health records without freezing the UI.

Accomplishments that we're proud of One-click autonomous pipeline, interactive ingredient knowledge graph, real Apple Health dashboards, and computer vision calorie tracking that actually feels useful.

What we learned Graph databases make dependency questions trivial. Multi-agent orchestration needs careful state management. Small UX details (color-coded nodes, realistic quantities) make demos feel real.

What's next for ForkCast Real grocery API integration (Instacart), live HealthKit sync, multi-user household support, and a mobile companion app.

Built With

  • airbyte-(data-connector)-cloud/platforms:-render-(deployment)-libraries:-pyvis
  • languages:-python-frameworks:-streamlit
  • neo4j-python-driver
  • openai-gpt-4o-(llm-+-vision)
  • plotly
  • python-doten
  • pyvis-databases:-neo4j-(graph-database)-apis:-tavily-(search)
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