01. Problem Identification
Standard school systems utilize a one-size-fits-all curriculum, leaving many children's natural talents unrecognized. Parents and educators lack structured, science-backed guidance to identify these strengths early on.
No early-stage talent diagnosis mechanism for household environments.
High cost of hiring professional child psychologists for routine assessments.
Disconnected guidance between daily child activities and educational recommendations.
02. The Solution
Bimbi AI bridges this gap by combining daily child observation entries with educational psychology context using RAG, delivering professional-grade, empathetic insights and action plans directly to parents.
Log observed activities, parent concerns, and positive behavioral triggers.
Combines child inputs with academic reference context from ChromaDB via Gemini.
Actionable home exercises mapped directly to the child's talent profile.
03. Crafting & Engineering
System Architecture Flow
Technology Selection
Key Engineering Challenges Solved
- Structuring the RAG pipeline in Go to asynchronously perform similarity queries on ChromaDB before prompting Gemini.
- Ensuring secure JWT authentication on Go middleware while serving dashboard stats.
- Building dynamic, responsive UI for mobile devices so parents can log activities on the go.