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.
TL;DR
- Read Helin’s articles on industrial operations, edge intelligence, and security.
- Filter articles by topic or year, or search for a subject.
- Open an article for its takeaways and full analysis.
5 of 40 articles
Clear allMar 17, 2026 · 4 min
IPP Transformation Series (Part 4 of 4): The invisible engine behind an IPP
At a certain scale, renewable assets stop behaving like projects and start behaving like a system. Part 4 closes the series: technology isn't a support function for IPPs, it's the foundation, real-time data, unified control, and true interoperability.
Renewable EnergyIPP TransformationAsset ManagementMar 10, 2026 · 4 min
IPP Transformation Series (Part 3 of 4): Growth brings complexity and that is where many IPPs struggle
The real challenge after becoming an IPP: how do you grow without losing control? Why scaling breaks down, and how resilient IPPs avoid firefighting by building structure early across people, process, and technology.
Renewable EnergyIPP TransformationAsset ManagementMar 3, 2026 · 4 min
IPP Transformation Series (Part 2 of 4): From developer to Independent Power Producer
How the shift to IPP actually happens: clear intent, the right capabilities, and a digital foundation that supports scale. Moving from awareness to action without losing momentum along the way.
Renewable EnergyIPP TransformationAsset ManagementFeb 24, 2026 · 3 min
IPP Transformation Series (Part 1 of 4): The traditional renewable energy business model no longer works
Price volatility, grid congestion and falling capture rates are putting margins under pressure. Why EPCs and single-asset models are under structural pressure, and why operational maturity and the IPP model now decide who captures value.
Renewable EnergyIPP TransformationAsset ManagementFeb 4, 2026 · 6 min
Cybersecurity for Renewable Energy: risks, regulations, and 5 practical steps
In 2026, cyber threats are a core operational risk for renewable asset owners and operators. Why renewable assets are vulnerable, what NIS2 and the Cyber Resilience Act mean for you, and five practical steps to strengthen your defenses — from password hygiene to a rehearsed incident response plan.
Renewable EnergyCybersecurityCompliance
