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.

Anomaly Detection Systems: Catching Infrastructure Failures Before They Happen Machine Learning

Anomaly Detection Systems: Catching Infrastructure Failures Before They Happen

Detect slow degradation and unusual patterns before threshold alerts fire—using multivariate anomaly detection on telemetry.

7 min read Mar 29, 2025 Worksprout Research Team
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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
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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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