Deterministic answers first
Known questions are matched against a hand-written answer set before any AI call. Cheaper, faster and always right on local facts.
Work / AI assistant app for a college
GCET Connect
A student assistant that answers college-specific questions and generates practice quizzes on any CS topic, with streaming AI responses.
Android app2025–2026
The challenge
Generic chatbots can't answer local questions like fees, rules or timetables, and they're slow and costly for questions that have one fixed answer.
What was built
- Two-tier answering: a curated Q&A set first, AI only when nothing matches
- Token-by-token streaming chat with history saved on the device
- Quiz generator with structured AI output, explanations and a score view
Engineering decisions
The parts that make it hold up in real use
Stack
KotlinJetpack ComposeHiltRoomGemini 2.5 Flash
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