Embedded Intelligence
for the Real World

We design and build production-grade embedded systems, AI pipelines, and robotics solutions running reliably on constrained hardware.

Embedded System | RDK RND | Machine Learning | Robotics

Our Core Services

Four deep technical disciplines, each built on years of production experience in real hardware environments.

Embedded System Engineering

Embedded System Engineering

Custom Linux images, BSP development, device drivers, and production firmware for constrained hardware.

RDK RND Platform

RDK RND Platform

RDK-B gateway development, TR-069 ACS integration, Wi-Fi management, and smart home middleware.

Machine Learning & AI

Machine Learning & AI

Edge inference, domain-specific RAG chatbots, agentic automation, MLOps pipelines, and anomaly detection.

Robotics & Computer Vision

Robotics & Computer Vision

ROS 2 perception stacks, SLAM navigation, computer vision pipelines, and full robotic system integration.

3D Model Design

3D Model Design

CAD-to-simulation workflows, parametric design for enclosures, and Gazebo-based software-in-the-loop testing.

IoT Tools

IoT Tools

Custom MQTT dashboards, TinyML on microcontrollers, and end-to-end IoT data pipeline development.

Cloud & Edge Backends

Cloud & Edge Backends

Secure APIs, device telemetry pipelines, dashboards, and cloud integrations that connect reliably to edge hardware.

Testing & Validation

Testing & Validation

Test strategy, automation, and validation checklists for stability, performance, and release readiness.

Engineering at the Edge of What's Possible

Engineering at the Edge of What's Possible

Worksprout builds software that runs where others stop - on embedded hardware with tight power budgets, constrained memory, and zero tolerance for downtime. Our engineers have shipped production firmware to commercial gateways, deployed AI models to edge devices, and built robotic systems that operate in real environments.

Based in Rajshahi, Bangladesh, we serve clients across Asia, Europe, and North America who need embedded intelligence that actually works in the field.

Learn About Us

Embedded First

Every decision made with hardware constraints in mind - power, memory, and thermal limits are design inputs.

Production Ready

Code that ships to real products. We own the complete path from bootloader to cloud backend.

AI at the Edge

We deploy ML models on Jetson Nano, Raspberry Pi, and bare-metal MCUs wherever the data lives.

Why Engineers Choose Worksprout

Why Engineers Choose Worksprout

We don't just write code - we engineer systems. Here is what makes working with us different.

Deep Domain Expertise

Years of specialised experience in RDK-B, Yocto, embedded Linux, and production AI deployment.

Edge AI Specialists

We deploy neural networks on hardware with a 5W power budget. Not many teams can do that reliably.

Open Source Commitment

We contribute to Yocto, RDK-B, and ROS 2. Our work improves the ecosystem we build on.

No Handoff Gaps

From BSP to cloud API - one team owns the complete stack. No integration surprises.

Latest Insights

Technical writing from the engineers who build these systems every day.

Building a Custom Linux Distribution with the Yocto Project

Building a Custom Linux Distribution with the Yocto Project

Learn how to build a tailored, production-ready Linux distribution for embedded targets …

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Parametric Design with OpenSCAD: Scripting 3D Models for Embedded Enclosures

Parametric Design with OpenSCAD: Scripting 3D Models for Embedded Enclosures

OpenSCAD treats 3D models as code. Every dimension is a variable, every …

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U-Boot Bootloader: Deep Configuration and Optimization for Embedded Linux

U-Boot Bootloader: Deep Configuration and Optimization for Embedded Linux

A practical guide to configuring U-Boot for custom hardware, optimising boot time, …

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Memory-Safe Embedded Development with Rust on Bare Metal

Memory-Safe Embedded Development with Rust on Bare Metal

Memory safety bugs—use-after-free, buffer overflows, data races—account for a large portion of …

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Linux Kernel Tuning for Resource-Constrained Embedded Systems

Linux Kernel Tuning for Resource-Constrained Embedded Systems

How to configure, trim, and optimise the Linux kernel for embedded targets …

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Lightweight Models for Real-Time Inference on Robotic Edge Hardware

Lightweight Models for Real-Time Inference on Robotic Edge Hardware

Deploying ML models on robots requires a different mindset than cloud inference: …

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Frequently Asked Questions

Everything you need to know about our embedded and AI engineering services.

We work with Raspberry Pi 4/5, Jetson Nano, Banana Pi M5, STM32, ESP32, and custom boards. With Yocto, we can target most ARM/x86 platforms with a supported BSP.

Pre-built distributions include thousands of packages you do not need, bloating your rootfs and attack surface. Yocto builds exactly what you specify - minimal footprint, predictable boot time, and full control over every component. For production embedded hardware, this difference is critical.

Most common: CcspWifi for Wi-Fi management stack integration, CcspTr069 for ACS connectivity, custom CcspComponents for proprietary feature exposure through TR-181, and parodus2ccsp for WebPA cloud service integration.

Fine-tuning retrains the model on your data - expensive, slow to update, and still prone to hallucination. RAG retrieves relevant documents at query time, grounding every response in your actual data. For domain-specific applications, RAG is almost always the better choice: cheaper, faster to update, and fully auditable.

Gazebo (Ignition Gazebo for ROS 2 Humble+). All robots are described in URDF and fully tested in simulation before physical deployment. We run navigation and perception tests headlessly in Gazebo on every CI push.

Pre-built distributions include thousands of packages you do not need, bloating your rootfs and attack surface. Yocto builds exactly what you specify - minimal footprint, predictable boot time, and full control over every component. For production embedded hardware, this difference is critical.

Ready to Build Something Extraordinary?

From embedded firmware to AI inference pipelines - tell us about your next project and we will show you what is possible.

GET IN TOUCH

Next-Gen Smart Router & Embedded Solutions

We build and optimize high-performance firmware using RDK-B, Yocto, and Embedded Linux—ensuring reliable, secure, and scalable systems.

Office

Rajshahi, Bangladesh

Call Us

+8801952014026

Hours

Mon–Fri: 8AM–5PM

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