Mobile Technology on The Coders Blog

Building Real-World On-Device AI with LiteRT and NPU

Wed, 06 May 2026 22:22:13 +0000

The chatbot stutters, the image recognition is sluggish, and sensitive data has to leave the device. Sound familiar? If you’re building AI-powered applications for mobile or embedded systems, you’re likely wrestling with latency, privacy concerns, and inefficient resource usage. It’s time to bring the intelligence closer to the user, directly onto their device, and leverage the specialized hardware designed for it.

The Problem: Cloud Reliance Bottlenecks AI

Sending every inference request to the cloud introduces significant bottlenecks. Latency is unavoidable, impacting real-time applications like live translation or augmented reality. Privacy becomes a major hurdle, as sensitive user data must traverse public networks. Furthermore, constant cloud connectivity drains battery life and incurs ongoing operational costs. The solution? On-device AI, powered by dedicated hardware like Neural Processing Units (NPUs).

Fix Android 15 Bluetooth Connectivity Issues: Complete Guide for Pixel and Samsung Devices

Thu, 07 Aug 2025 10:00:00 +0000

Android 15’s Bluetooth implementation has triggered a connectivity crisis affecting millions of users worldwide. According to Google’s Issue Tracker statistics, over 47,000 Bluetooth-related bug reports were filed within the first three months of Android 15’s release, marking it as one of the most problematic feature updates in Android history.

The impact extends far beyond minor inconvenience. Samsung’s customer support data reveals that Bluetooth connectivity issues account for 34% of all Android 15-related support tickets on Galaxy devices. Google Pixel users report similar problems, with audio disconnections occurring every 2-4 minutes and complete connection failures affecting popular wireless earbuds from Sony, Bose, Apple, and other manufacturers.

Fix Samsung One UI 7 Battery Drain: Complete Solution for Galaxy S24/Z Fold5 Rapid Power Loss

Thu, 07 Aug 2025 09:00:00 +0000

Sarah Martinez thought her Galaxy S24 Ultra was dying when she noticed something alarming on a Tuesday morning in March 2025. “I unplugged my phone at 7 AM with a full charge, and by noon it was already at 15%,” she recalls, her frustration still evident months later. “I hadn’t changed anything about how I use my phone, but suddenly it was draining faster than my old Galaxy S10 from 2019.”