Software
Community groups power some of the most engaging features in modern apps—from fitness communities to professional networks. But building a safe, scalable group membership system is harder than it looks. Unlike ephemeral chat groups focused on real-time messaging, community groups are persistent spaces where members build lasting relationships, share
AI
Introduction When we look at an object, our brain effortlessly merges two slightly different images from our eyes to perceive depth and distance. Replicating this ability in machines, however, is anything but simple. At Hoomanely, where we design intelligent pet wellness systems, stereo vision plays a crucial role in understanding
Firmware
Monolithic firmware scales linearly in features but exponentially in complexity.When building IoT devices that integrate multiple sensors - accelerometers, GPS modules, barometers, LoRa communication, and more firmware projects quickly become unmanageable. A single, monolithic codebase where everything lives in one directory creates several critical issues: Compilation bottlenecks: Change one
In modern embedded systems—whether high-speed vision sensors, multi-channel audio acquisition, or edge ML inferencing—throughput and latency matter. When you run a full-blown embedded Linux platform yet also need real-time data processing, simple threading isn’t enough. You must structure threads, pick the right scheduling policies, bind threads to
Firmware
Networks misbehave in the real world. BLE links jitter, Wi-Fi bursts collide, buffers overflow, and low-power sensors occasionally flip a bit. The worst part isn’t the packet loss—it’s the visible glitch your user sees: a frozen chart, a jumpy graph, or a dropped audio blip. This post
AI
Intro: Vision That Starts with a Square At Hoomanely, we’re building smart systems that see and understand pets - from their eyes and movements to the bowls they eat from. To make this happen, our camera pipeline needs to detect key visual cues with precision and speed - even
Software
AWS migrations fail not because the technology is inadequate, but because the approach is wrong. Console-clicking through dozens of services, manually copying configurations, and hoping nothing breaks during cutover—this is how organisations rack up unexpected costs and endure hours of downtime. We at Hoomanely followed a better way: CLI-driven,
Firmware
The Problem: When Time Doesn't Add Up Picture this: You're debugging a critical issue in production. The logs show that a sensor event was processed before it was captured. Impossible? No-just unsynchronized clocks. This was our reality when building distributed embedded systems. Our platforms rely on
Firmware
In every real-time embedded system, interrupts are where the action begins. Whether it’s a camera sensor signaling a frame ready, a CAN packet arriving, or a GPIO line pulsing high, the first code to run is almost always the Interrupt Service Routine (ISR). But ISRs should be fast, lightweight,
Software
Real‑time telemetry is the heartbeat of connected products. When the stream looks smooth, teams ship with confidence; when it stutters, trust erodes fast. The silent killers aren’t exotic algorithms—they’re everyday mistakes: rendering on every message, letting arrays grow forever, and forgetting to tear down listeners during