#Mobile Development

Articles about Mobile Development — exploring patterns, best practices, and real-world implementations in production systems.

2 posts tagged with mobile development. ← All posts

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Pratik Dhanave · ·7 min read

Shipping an Edge-AI App

The demo runs on your phone; now you have to get it running on thousands of phones you'll never touch. Shipping on-device AI has its own hard problems — a model file too big to bundle, first-run downloads, a fleet of wildly different devices, and updates you can't push instantly — and handling them is what separates a hackathon project from a product.

The demo runs on your phone; now you have to get it running on thousands of phones you'll never touch — a model file too big to bundle, first-run downloads, a fleet of different devices, and updates you can't push instantly.

#On-Device AI#Edge AI#Flutter#Mobile Development
Pratik Dhanave · ·6 min read

The Constraints of the Edge

A phone is not a small server — it's a fundamentally different environment with four hard limits a data center never imposes: a tight memory budget, modest and heterogeneous compute, a battery that your model drains, and a thermal ceiling that throttles you when you push it. Every on-device AI decision is a negotiation with these four.

A phone is not a small server — it's a different environment with four hard limits a data center never imposes: a tight memory budget, modest heterogeneous compute, a battery your model drains, and a thermal ceiling that throttles you.

#On-Device AI#Edge AI#Performance#Mobile Development#Flutter

All posts on this site are written by Pratik Dhanave, an Agentic AI Architect with 7+ years building production distributed systems, multi-agent AI platforms, and cloud-native infrastructure. About the author → Each article includes working code, architecture diagrams, and references to the specific frameworks and standards discussed. Browse all posts or explore related topics using the tag cloud above.