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.
AAS architecture — how Asset Administration Shell submodels, IDTA specs, and Industry 4.0 digital nameplates standardize digital twins across OEMs, PLCs, and ERP systems.
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.
How Karpenter replaces cluster-autoscaler in production — NodePool design, consolidation, disruption budgets, spot-on-demand mixing, and real-world cost savings (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.
How OpenAI's o3 family scales reasoning at inference time — chain-of-thought RL, verifier models, cost curves, and when test-time compute beats pre-training.
How Anthropic Claude Skills inject narrow, on-demand capabilities into production LLM agents without bloating the system prompt. Architecture, patterns, trade-offs.
Decision matrix for Apache Flink, Spark Structured Streaming, and Kafka Streams — latency, state management, exactly-once, operational cost, and when each wins in 2026.
PROFINET RT vs IRT vs TSN — deterministic industrial Ethernet architecture, sub-microsecond cycle times, topology rules, and how TSN is reshaping PROFINET beyond 2026.