IO-Link Wireless: Industrial Sensor Network Architecture
IO-Link Wireless reference architecture — 2.4 GHz time-slotted protocol, 5 ms cycle time, master–device topology, coexistence with Wi-Fi/BT, and IODD device descriptions.
Fact-Check: The AI Scientist Auto-Publishing Papers Viral Clips
Dissecting the viral AI Scientist clips claiming autonomous paper publication. What Sakana/Agent Laboratory actually did, what's hype, and the real state of autonomous research in 2026.
HART Protocol Deep Dive: Field Device Integration with 4-20mA Loops
HART protocol architecture — how digital data rides on 4-20 mA analog loops, HART-IP gateways, WirelessHART mesh, and the role of HART 7 in modern Industry 4.0 stacks.
PROFINET IRT and TSN: Real-Time Industrial Ethernet Deep Dive
PROFINET RT vs IRT vs TSN — deterministic industrial Ethernet architecture, sub-microsecond cycle times, topology rules, and how TSN is reshaping PROFINET beyond 2026.
Flink vs Spark Streaming vs Kafka Streams: Stream Engines (2026)
Decision matrix for Apache Flink, Spark Structured Streaming, and Kafka Streams — latency, state management, exactly-once, operational cost, and when each wins in 2026.
Iceberg vs Delta Lake vs Hudi: Lakehouse Table Format ADR (2026)
ADR-style comparison of Apache Iceberg, Delta Lake, and Apache Hudi for production lakehouses — consequences, trade-offs, migration paths, and a decision rubric for 2026.
Karpenter Node Autoscaling for Kubernetes: Production Deep Dive
How Karpenter replaces cluster-autoscaler in production — NodePool design, consolidation, disruption budgets, spot-on-demand mixing, and real-world cost savings (2026).
Real-Time Asset Tracking with MQTT 5.0 and InfluxDB 3.0 Tutorial
Working tutorial — build a production-grade real-time asset tracking system with MQTT 5.0, InfluxDB 3.0, and a lightweight geofencing engine. Code, Docker, Grafana included.
Asset Administration Shell: Industry 4.0 Submodels Guide
AAS architecture — how Asset Administration Shell submodels, IDTA specs, and Industry 4.0 digital nameplates standardize digital twins across OEMs, PLCs, and ERP systems.
ISO 19650 BIM for Digital Twins in Construction: Data Model Guide
How ISO 19650 BIM standards feed construction digital twins — CDE architecture, IFC 4.3 data models, and the handover from design BIM to operational asset twin.