Advancing on-device AI infrastructure for continual learning

Truly personal AI that respects privacy requires on-device learning from your individual experience. Most current AI systems don't personalize or require cloud data sharing.

At Tiles, we're building the on-device AI infrastructure for continual learning using model chaining and parameter-efficient fine-tuning methods.

About

Tiles was founded in 2025 by Ankesh in Bengaluru, India. Ankesh is an applied researcher and technologist with a background in browser and local-first technologies.

We're currently in the research phase and open to early-stage funding opportunities.

If you'd like to talk, drop by the #tiles channel in the User & Agents community or email us at hello@tiles.run.

Early Access