A private AI memory you can talk to. It runs across your own devices and never sends anything to the cloud.
› What it does
- Spans a phone, a laptop and an Arduino Uno. It captures audio, text, browser content and images into one persistent memory.
- On-device inference through ONNX Runtime, accelerated by the Snapdragon NPU.
- Hybrid RAG keeps retrieval fast as context grows. If nothing matches, it says so instead of guessing.
- A single RECALL_BACKEND flag runs the same code on the NPU, on any laptop through Ollama, or fully offline.
- The hardest part: Python on Windows ARM64, where httptools, cryptography and sqlite-vec shipped no wheels.
- Year
- Dec 2025
- Role
- Hackathon team
- Type
- Qualcomm Snapdragon Multiverse Hackathon
Stack
PythonFastAPIONNX RuntimeSnapdragon NPUHybrid RAGArduino
› System · Blueprint Rev A
Phone · audio01
Laptop · web, text, images02
Local capture03
Memory layer04
Hybrid RAG05
ONNX · Snapdragon NPU06
Arduino · ambient state07