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.

Agentic AI: Designing Autonomous Multi-Agent Systems for Real-World Tasks Machine Learning

Agentic AI: Designing Autonomous Multi-Agent Systems for Real-World Tasks

How to design, implement, and safely deploy multi-agent AI systems that can plan, use tools, delegate subtasks, and complete complex …

11 min read Oct 28, 2024 Worksprout Team
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MLOps with MLflow, Docker, and Kubernetes: CI/CD for Machine Learning Machine Learning

MLOps with MLflow, Docker, and Kubernetes: CI/CD for Machine Learning

How to build a production MLOps pipeline — experiment tracking with MLflow, containerised model serving with Docker, and automated deployment …

12 min read Jan 08, 2025 Worksprout Team
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Anomaly Detection in Industrial IoT Sensor Data Using Machine Learning Machine Learning

Anomaly Detection in Industrial IoT Sensor Data Using Machine Learning

Practical approaches to detecting anomalies in high-frequency IoT sensor streams — from statistical baselines to LSTM autoencoders — with deployment …

10 min read Feb 14, 2025 Worksprout Team
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Observability for ML Systems: Prometheus, Grafana, and the ELK Stack Machine Learning

Observability for ML Systems: Prometheus, Grafana, and the ELK Stack

How to build a complete observability stack for production machine learning systems — metrics with Prometheus, dashboards with Grafana, and …

9 min read Mar 10, 2025 Worksprout Team
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NLP Pipeline Engineering: From Tokenisation to Transformer Fine-Tuning Machine Learning

NLP Pipeline Engineering: From Tokenisation to Transformer Fine-Tuning

A practical guide to building robust NLP pipelines — text preprocessing, tokenisation strategies, embeddings, and fine-tuning transformer models for domain-specific …

11 min read Nov 25, 2024 Worksprout Team
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Getting Started with ROS 2 on Embedded Linux Systems Robotics and AI

Getting Started with ROS 2 on Embedded Linux Systems

How to set up, configure, and run ROS 2 on resource-constrained embedded Linux targets — from cross-compilation and DDS tuning …

10 min read Sep 22, 2024 Worksprout Team
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