Local-first clients
Android and Linux-oriented work emphasizes useful offline behavior, explicit user control, and graceful fallback when a remote service is unavailable.
Technology
Systems with explicit boundaries and room to grow.
Axiomara’s work combines local-first interaction, well-defined service boundaries, durable state, and a deployed Cloud Run service that scales to zero when idle.
Orty service architecture
A deployed Cloud Run service with a clear path to stronger durable storage.
Service boundaries
FastAPI services, authenticated clients, provider abstraction, and persisted conversation state make the platform easier to inspect, test, and evolve.
Research in efficiency
Our research investigates on-device speech-to-text, efficient model execution, and context-aware systems that keep evidence and task state legible.
Cloud deployment
Orty is deployed on Cloud Run, and Alfred’s default connection points to that service.
The Cloud Run instance scales to zero when no requests are being processed. Current work focuses on durable PostgreSQL-backed storage and continued validation as the hosted service matures.