INSIGHTS

Engineering Blog From the Field

Technical writing for engineers - deep dives into embedded Linux, RDK-B, machine learning at the edge, and robotics from the teams that build these systems every day.

TR-069 and TR-181: Remote Management of CPE Devices at Production Scale RDK and Broadband

TR-069 and TR-181: Remote Management of CPE Devices at Production Scale

How TR-069 (CWMP) and the TR-181 data model work together to enable remote provisioning, monitoring, and firmware management of millions …

9 min read Sep 15, 2024 Worksprout Team
Read More
TinyML: Running Machine Learning Models on ESP32 and STM32 IoT Tools

TinyML: Running Machine Learning Models on ESP32 and STM32

How to fit inference into kilobytes: quantization, feature extraction, and deployment constraints on microcontrollers.

8 min read Feb 08, 2025 Worksprout Research Team
Read More
NVIDIA Jetson Nano: Edge AI Development from Setup to Deployment RDK and Broadband

NVIDIA Jetson Nano: Edge AI Development from Setup to Deployment

A practical guide to setting up the Jetson Nano for edge AI workloads — JetPack, TensorRT optimisation, ONNX model deployment, …

10 min read Dec 05, 2024 Worksprout Team
Read More
Real‑Time Performance on Linux: PREEMPT‑RT Without an RTOS Embedded Systems

Real‑Time Performance on Linux: PREEMPT‑RT Without an RTOS

Achieve deterministic latency on Linux with the right kernel, scheduling, and measurement strategy.

9 min read Jan 25, 2025 Worksprout Research Team
Read More
Camera Module Integration in Embedded Linux: CSI-2, V4L2, and GStreamer RDK and Broadband

Camera Module Integration in Embedded Linux: CSI-2, V4L2, and GStreamer

How to integrate camera modules into embedded Linux systems — from CSI-2 hardware interface and V4L2 driver configuration to efficient …

8 min read Jan 18, 2025 Worksprout Team
Read More
Building Production AI Chatbots with LangChain, FastAPI, and RAG Machine Learning

Building Production AI Chatbots with LangChain, FastAPI, and RAG

A comprehensive guide to building, testing, and deploying production-quality AI chatbots using LangChain's retrieval-augmented generation, FastAPI, and vector databases.

13 min read Aug 12, 2024 Worksprout Team
Read More