Apache Iceberg v3 Explained: 7 Spec Features That Change Your Lakehouse Upgrade Plan (2026)
Iceberg v3 adds deletion vectors, row lineage, VARIANT and geospatial types. What each feature changes, engine support, and how to sequence the upgrade.
STEP AP242 vs JT vs QIF: Choosing an MBD Exchange Format in 2026
AP242, JT and QIF compared for model-based definition in 2026: semantic vs graphical PMI, metrology round-trip, archival and which format each job needs.
MCP 2026-07-28 Spec Migration: 8 Breaking Changes Stateless Servers Must Handle
The MCP 2026-07-28 spec makes servers stateless and horizontally scalable. The 8 changes that break deployed servers, and how to migrate each one.
Kubernetes 1.37 DRA Explained: 6 Changes That Retire the GPU Device Plugin in 2026
Kubernetes 1.37 made DRA Extended Resources stable and device taints GA. What changes for GPU scheduling, and how to migrate off the device plugin.
EU Cyber Resilience Act 24-Hour Reporting: A 5-Step Compliance Architecture for IIoT Vendors (2026)
EU CRA reporting obligations went live 11 Sept 2026. A 5-step architecture for IIoT vendors: detection, triage, the 24h/72h/14-day clock and ENISA submission.
IEC/IEEE 60802 TSN Profile: 7 Decisions Industrial Network Architects Must Make in 2026
IEC/IEEE 60802 published June 2026. The industrial TSN profile explained: feature selections, conformance testing, PROFINET migration and 7 architect decisions.
Karpenter vs Cluster Autoscaler for GPU Nodes: 2026 Cost Guide
Karpenter vs Cluster Autoscaler for GPU node scaling in 2026: bin-packing, spot, cold-start, consolidation and the real cost difference for ML clusters.
Postgres 18 vs TimescaleDB vs ClickHouse for IoT Time-Series (2026)
Postgres 18 native partitioning vs TimescaleDB hypertables vs ClickHouse columnar for IoT time-series in 2026: ingest, compression, query latency and cost.
LangGraph vs CrewAI vs OpenAI Agents SDK vs Pydantic AI (2026)
LangGraph, CrewAI, OpenAI Agents SDK and Pydantic AI compared for 2026: control model, state, streaming, cost and when to pick each agent framework.
Isaac Lab vs Isaac Sim vs Gazebo Harmonic: 2026 Robot Sim Stack
Isaac Lab, Isaac Sim and Gazebo Harmonic compared for 2026 sim-to-real robotics: RL throughput, physics fidelity, ROS 2 integration and when to use each.