Blog
Field notes from the industrial edge.
Points of view, engineering deep-dives and educational posts on running real-time AI and control loops in OT environments.
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- Read Helin’s articles on industrial operations, edge intelligence, and security.
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6 of 40 articles
Clear allJul 22, 2026 · 6 min
We Started by Detecting People. We Ended Up Modeling the Work.
Helin runs vision-AI inference at the edge to make the human layer of industrial operations visible. Built on Azure Machine Learning, IoT Hub, Device Registry and Microsoft Fabric, the platform turns raw detections into real-world models of how work actually happens.
Vision AIEdge ComputingCloud & AzureEngineeringJul 22, 2026 · 6 min
Seeing the Human Layer: Helin Brings Edge Vision AI to Industrial Operations on Azure
Helin and Microsoft are launching a joint solution that brings edge vision-AI to industrial operations on Azure. Built on Azure Machine Learning, IoT Hub, Device Registry and Microsoft Fabric, and available on Azure Marketplace.
Vision AIEdge ComputingCloud & AzureSafetyMay 20, 2026 · 8 min
Overcoming Vision Deep Learning Challenges: Why Stratified Sampling Matters More Than You Think
Stratified sampling builds on a core truth from the first article: better models come from better data, not just more of it. Intentional selection across camera, time, and source prevents blind spots that even clean datasets can contain.
EngineeringVision AIMachine LearningFeb 19, 2026 · 6 min
Overcoming vision deep learning challenges: why bigger models aren't always better
We're launching a new Engineering Blog series, where Helin engineers share practical insights from building real-world AI systems. Jason, Tech Lead at Helin, explores the impact of “dirty” data, the limits of automated labelling, and how targeted dataset clean-up can turn a good model into a great one.
EngineeringVision AIMachine LearningData & AnalyticsFeb 18, 2026 · 4 min
From delayed insight to real-time awareness: how edge technology is advancing offshore rig safety
As rigs grow more automated and operations more complex, delayed visibility is no longer acceptable. How Safety 4.0 combines edge computing, vision AI and rig-to-shore collaboration to give crews instant awareness of the most hazardous parts of the operation.
Oil & GasSafetyEdge ComputingVision AISep 1, 2023 · 11 min
Edge AI: Paving the path forward
This article features the CTO of Helin discussing the transformative potential of Edge AI, driven by hardware evolution and open-source advancements. It highlights Edge AI's advantages like low latency and efficient bandwidth, particularly for industrial applications, where it enhances safety and operational efficiency.
Edge ComputingVision AICybersecurity