Does Predictive Maintenance Really Cut Downtime by 50%? A 2026 Fact-Check
A grounded fact-check of the 'AI cuts downtime by 50%' claim — what the literature actually shows, what works, and what is vendor marketing.
IIoT Edge Gateway Architecture: 2026 Patterns for Industrial Networks
Reference architecture for IIoT edge gateways in 2026 — protocol bridging, store-and-forward, edge ML, security zoning, and HA patterns.
Cloud-Native Asset Performance Management (APM): 2026 Architecture
A cloud-native asset performance management architecture for 2026 — telemetry ingest, twin services, anomaly ML, ServiceNow/SAP loop, observability.
Ignition vs Wonderware vs FactoryTalk: 2026 SCADA Comparison
Head-to-head SCADA comparison — Ignition 8.3, AVEVA System Platform (Wonderware), and FactoryTalk View. Architecture, licensing, edge, and TCO.
SCADA Historian Architecture: 2026 Design Patterns from First Principles
First-principles guide to SCADA historian design — tag ingest, compression, retention, query patterns, and modern stacks (PI, InfluxDB, Timescale).
Edge MLOps Pipelines for Industrial IoT: 2026 Production Architecture
Production-grade edge MLOps pipeline for industrial IoT — training, packaging, OTA delivery, drift detection, and rollback under network constraints.
Build a Digital Twin for a CNC Machine: Step-by-Step 2026 Tutorial
Step-by-step tutorial to build a working CNC machine digital twin — MTConnect ingestion, physics-informed model, dashboard, anomaly alerts.
ROS 2 Jazzy to Kilted Migration Guide (2026)
Practical ROS 2 Jazzy → Kilted Kaiju migration guide — breaking changes, rclcpp updates, DDS/Iceoryx options, and a step-by-step rollover.
Time-Series Forecasting at the Edge: 2026 Production Patterns
Production patterns for time-series forecasting at the edge — Chronos-Bolt, TimesFM, TFT, quantization, and real-world latency budgets.
Carbon Footprint of Industrial AI Inference: 2026 Living Benchmark
A living 2026 benchmark of the carbon and energy cost of industrial AI inference — at the edge, in regional clouds, and per business outcome.