Featured image of post Quorivell: Local-First Decisions with On-Device AI

Quorivell: Local-First Decisions with On-Device AI

Hobby project

I work as a freelance DevOps / quality engineering consultant by day. Quorivell is a personal Flutter side project: a private, local-first app that turns messy conversation text into reviewable decisions and commitments — with evidence kept on the device.

Tagline: Decisions, with evidence — on your device.


What it does

  • Capture conversation text as source records
  • Extract candidates on-device with a local GGUF model (llama.cpp)
  • Review before anything is saved — nothing auto-writes the ledger
  • Ledger for decisions, commitments, owners, and due dates you can audit
  • Chat in free-form threads on the same local model
  • Locales: English, German, and Arabic (Material 3)

Privacy is the product: Drift SQLite on device is canonical, inference stays local, and source content does not leave the phone unless you later opt into an explicit remote flow.


Stack (short)

Flutter · Riverpod · GoRouter · Drift · Freezed · llama.cpp (llama_cpp_dart) · Firebase Auth foundation (no cloud AI for capture/extract)


Under active development — expect sharp edges, especially around large on-device model downloads.

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