Beyond the .tflite File: The Architect's Guide to Shipping High-Performance Edge AI on Android
If you think shipping AI to an Android device is as simple as dropping a .tflite file into your assets folder and calling a predict() method, you are …
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Beyond the Inference Time: A Deep Dive into Real-Time NPU Latency Visualization on Android
You’ve optimized your model. You’ve pruned the weights, applied quantization, and selected the perfect architecture. But when you deploy your Edge AI …
# 🚀 Introducing HEX ROOT SCAN: A Mobile Security Toolkit for Android ## A modern security workspace built for Android researchers and developers
Today I want to introduce HEX ROOT SCAN , an Android security toolkit designed to bring advanced analysis capabilities directly to mobile devices. The…
Beyond FP32: The Android Developer's Guide to High-Performance Custom Quantized Model Integration
In the world of mobile development, we are constantly fighting a war on two fronts: the demand for increasingly "intelligent" features and the rigid c…
Pixels to Predictions: Building High-Performance Edge AI Pipelines with CameraX and TFLite
You’ve built a machine learning model. It’s accurate, it’s lightweight, and it works perfectly on your desktop. But the moment you port it to an Andro…
Architecting for 100% Offline: Handling Android Geofencing Without Play Services
It was the second day of my cousin’s wedding. The ceremony was intimate, set in a quiet, traditional hall where silence wasn’t just requested—it was e…
Mastering Edge AI: How to Build High-Speed Vision Analyzers on Android
In the world of Deep Learning, there is a fundamental, almost violent tension: the computational greed of neural networks versus the strict, unforgivi…
Building Practical AI Agents with Koog 1.0: An Engineer's Perspective
Koog 1.0 introduces a more stable foundation for building AI agents with Kotlin and Java. Rather than reviewing the release feature by feature, this a…
The 16.67ms Race: Mastering Real-Time 60 FPS Video Segmentation on Android
Imagine you are building the next generation of Augmented Reality (AR) glasses or a professional-grade video editing tool for Android. The user holds …
Architecting Location-Based Automation Without Killing the Battery
Opening hook It happened during a quiet afternoon in the library. I was deep in a documentation sprint, and the only sound was the rhythmic tapping of…
Stop Moving Pixels: Mastering Zero-Copy Image Processing for High-Performance Edge AI
You’ve spent months optimizing your neural network. You’ve pruned the weights, quantized to INT8, and selected the most efficient architecture for you…
Architecting a background-controlled sound manager that actually survives Doze mode
It happened during a lecture. I was sitting in the front row, taking notes on my tablet, when my phone started vibrating against the wooden desk. The …
Breaking the Abstraction Tax: Mastering Custom C++ Operations for High-Performance Edge AI on Android
In the modern Android ecosystem, we have become accustomed to the incredible productivity of Kotlin and the safety of the JVM. For standard applicatio…
Architecting Location Based Automation without Killing Android Battery Life
It happened during a quiet afternoon at the library. I was deep into a debugging session when my phone suddenly blared a loud, upbeat notification rin…
Stop Killing Your Battery: The Ultimate Guide to Android Edge AI Quantization (INT8 vs. FP16)
If you have ever tried to run a massive Large Language Model (LLM) or a high-resolution computer vision model directly on a mobile device, you’ve like…
Architecting a Battery-Efficient Geofencing Service for Android 14
It happened during a quiet afternoon in the mosque. The imam was midway through a soft, reflective portion of the sermon when a sharp, melodic rington…
The Silent Killer of Edge AI: How to Master Thermal Throttling and Prevent the "Performance Cliff"
You’ve spent weeks optimizing your transformer-based model. You’ve pruned the weights, quantized the tensors, and fine-tuned the architecture to ensur…
Architecting a 100% Offline Geofencing Engine for Android
It happened during a quiet afternoon at the local library. I was deep into a debugging session when my phone suddenly decided to blast a notification …
Stop Guessing, Start Profiling: Mastering Edge AI Performance and Power on Android
You’ve spent weeks optimizing your machine learning model. You’ve pruned the weights, quantized the tensors, and fine-tuned the hyperparameters. On yo…
Apple locked hearing assistance inside AirPods. So I built an open-source version for any earbuds.
In 2024, Apple shipped something genuinely great: AirPods Pro can run a clinical-style hearing test and then act as hearing assistance, tuned to your …
Engineering Geofencing: Lessons in Android Battery and Location Accuracy
It happened during a quiet, solemn moment in a community prayer hall. I was sitting in the third row, reflecting, when suddenly, a high-pitched ringto…
Beyond the .tflite File: Mastering High-Performance Edge AI with MediaPipe Tasks and AICore
For years, the workflow for Android developers looking to implement on-device Machine Learning (ML) followed a predictable, albeit exhausting, pattern…
Keeping background services alive: Lessons from building Muffle
Opening hook It happened during a quiet afternoon at the mosque. The imam was mid-sentence when a rhythmic, high-pitched ringtone cut through the sile…
Detekt Explained: Enhance Kotlin Projects with Static Analysis - part 1
This article was originally published on wilfried.hashnode.dev Static analysis isn't about making your code "look nice." It's about catching the kind …
Stable Screenshot Tests and Flow Benchmarks in KMP
In the previous post on architecture , I argued that a good KMP suite is a consequence of architecture : keep the core framework-free, depend on ports…
Keeping Android Services Alive Against OEM Battery Aggression
It was the middle of a Friday afternoon, and I was sitting in the front row of a local mosque. The room was deathly quiet, the kind of silence that am…
Skill of the week: Spring Data JDBC — качество Opus на модели за копейки
Ранее в рубрике Skill of the Week мы уже разбирали Skill для Spring Data JPA . И, что предсказуемо, в комментариях нашлись те, кто увидел в нём лишнее…
Я не хотел писать ORM для Kotlin/Native. Мне просто нужен был PostgreSQL
Всё началось с архитектурного тупика. Я занимался бэкенд-частью low-code платформы, на базе которой автоматизировались внутренние процессы крупных ком…
Why I'm building yet another UML tool in 2026
Let me get the obvious objection out of the way. PlantUML exists. Mermaid renders natively on GitHub. draw.io is free and works. Enterprise Architect,…
Mastering Design Principles: Dependency Inversion in Kotlin
Abstract In modern software engineering, writing code that simply "works" is only the first step. The real challenge lies in designing systems that ar…