The gap between data-rich and insight-poor is almost always a context problem, not a volume problem in energy operations.
@fogoros
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AI Models Need Contextual Baseline Data for Accurate Interpretation
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A voltage reading means very little to an AI model unless it knows what normal looks like for that specific location at that specific time.
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Semantic Tagging Enables AI Understanding of Industrial Sensor Data
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Semantic tagging provides the context AI models need to understand what a voltage reading actually means. Without knowing the asset, operating context, and grid topology position, models are processing numbers without meaning. Partner content with @IOTechSystems. #iotechsys_iiot pic.twitter.com/kr94pAhnAc
— Lucian Fogoros (@fogoros) 11 avril 2026Semantic tagging provides the context AI models need to understand what a voltage reading actually means. Without knowing the asset, operating context, and grid topology position, models are processing numbers without meaning. Partner content with @IOTechSystems
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Industrial Edge Computing Gets Smarter with AI
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The industrial edge is getting significantly smarter. This came up at a plant visit last week. @IIoT_World @CRudinschi @agentic_factory @IotoneHQ @Softnet_Search @SmartIndustryUS
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Reading data in place keeps production systems running smoothly
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Reading data in place means production systems keep running while analytics teams get the structured data they need.
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DataHub Intelligence: In-Place Data Integration Without Migration Risk
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Traditional data integration: rip out systems, migrate terabytes, pray nothing breaks.
— Lucian Fogoros (@fogoros) 11 avril 2026
DataHub Intelligence: read in place, contextualize on demand, deliver clean datasets.
Same result, zero migration risk. Partner content with @HighbyteInc. #highbyte_iiot pic.twitter.com/irPHcL5teWTraditional data integration: rip out systems, migrate terabytes, pray nothing breaks.
DataHub Intelligence: read in place, contextualize on demand, deliver clean datasets.
Same result, zero migration risk. Partner content with @HighbyteInc
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Tabletop Drills and Live Simulations for Engineering Teams
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Run tabletop drills and live simulations involving engineering, operations, maintenance, and management teams together.
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Minimal ICS Design for Plant Resilience and Manual Operations
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Practice the 'least viable ICS' concept: identify minimal components needed to keep plant running and operate in local/manual mode if needed.
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Immutable Industrial Control System Backups and Restore Testing
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Immutable backups of PLC programs, HMI configurations, and historian databases stored offline in separate physical locations.
— Lucian Fogoros (@fogoros) 11 avril 2026
Incorporate restore drills to verify fresh devices can be configured from backup.
Your backup is worthless if you can't restore under pressure. pic.twitter.com/puBdOnQFQjImmutable backups of PLC programs, HMI configurations, and historian databases stored offline in separate physical locations.
Incorporate restore drills to verify fresh devices can be configured from backup.
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Knowledge Workers Face AI Disruption Across All Industries
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Every industry has knowledge workers. The addressable market crosses all sectors simultaneously.