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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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3 of 40 articles
Clear allOct 1, 2026 · 4 min
Predictive maintenance at the edge: why local processing changes what you can catch
High-frequency sensor data is too heavy to stream to the cloud, so faults slip through. How edge-resident models catch them earlier, scale across a fleet and feed your maintenance workflows.
Edge ComputingData & AnalyticsApr 13, 2026 · 6 min
Advanced analytics in red zone management
This article explores how advanced analytics in red zone management transforms real-time safety data into powerful operational intelligence, revealing hidden inefficiencies, behavioral patterns, and opportunities for optimization. By combining insights like exposure and intrusions with video and operational data, organizations can move beyond reactive safety measures and start redesigning workflows for both safer and more efficient performance.
Oil & GasSafetyData & AnalyticsFeb 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 & Analytics