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Apache Iceberg v4 vs v3 in 2026: Root Manifests, Single-File Commits, and What to Decide Now

Apache Iceberg v4 vs v3 in 2026: Root Manifests, Single-File Commits, and What to Decide Now

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTech2 Comments
Iceberg v4 is unreleased but partly ratified. What changed in 2026, how v4 differs from v3, and which tables to upgrade - with the dev-list evidence.
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AAS Metamodel 3.2 (IDTA Release 26-01): What Changes for Digital Twin Teams in 2026

AAS Metamodel 3.2 (IDTA Release 26-01): What Changes for Digital Twin Teams in 2026

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTech2 Comments
IDTA shipped AAS metamodel v3.2 in July 2026. AssetKind gains Batch, AdministrationInformation gains timestamps, plus a new EN 18223 DPP annex. What to migrate.
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Newton vs MuJoCo Warp vs Isaac Lab: Choosing a GPU Physics Stack for Robotics in 2026

Newton vs MuJoCo Warp vs Isaac Lab: Choosing a GPU Physics Stack for Robotics in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech1 Comment
Newton, MuJoCo Warp and Isaac Lab compared for 2026 sim-to-real: solver choice, contact models, the Warp and OpenUSD dependency, and which layer you actually pick.
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AI Agent Sandboxes Compared: Firecracker vs gVisor vs Kata for Untrusted Code in 2026

AI Agent Sandboxes Compared: Firecracker vs gVisor vs Kata for Untrusted Code in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech3 Comments
Running LLM-generated code safely in 2026: Firecracker, gVisor and Kata compared on isolation boundary, cold start, GPU passthrough and operational cost.
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Apache Iceberg v3 Explained: 7 Spec Features That Change Your Lakehouse Upgrade Plan (2026)

Apache Iceberg v3 Explained: 7 Spec Features That Change Your Lakehouse Upgrade Plan (2026)

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech2 Comments
Iceberg v3 adds deletion vectors, row lineage, VARIANT and geospatial types. What each feature changes, engine support, and how to sequence the upgrade.
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STEP AP242 vs JT vs QIF: Choosing an MBD Exchange Format in 2026

STEP AP242 vs JT vs QIF: Choosing an MBD Exchange Format in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech1 Comment
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.
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MCP 2026-07-28 Spec Migration: 8 Breaking Changes Stateless Servers Must Handle

MCP 2026-07-28 Spec Migration: 8 Breaking Changes Stateless Servers Must Handle

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech4 Comments
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.
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Kubernetes 1.37 DRA Explained: 6 Changes That Retire the GPU Device Plugin in 2026

Kubernetes 1.37 DRA Explained: 6 Changes That Retire the GPU Device Plugin in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech3 Comments
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.
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EU Cyber Resilience Act 24-Hour Reporting: A 5-Step Compliance Architecture for IIoT Vendors (2026)

EU Cyber Resilience Act 24-Hour Reporting: A 5-Step Compliance Architecture for IIoT Vendors (2026)

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech1 Comment
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.
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IEC/IEEE 60802 TSN Profile: 7 Decisions Industrial Network Architects Must Make in 2026

IEC/IEEE 60802 TSN Profile: 7 Decisions Industrial Network Architects Must Make in 2026

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTech5 Comments
IEC/IEEE 60802 published June 2026. The industrial TSN profile explained: feature selections, conformance testing, PROFINET migration and 7 architect decisions.
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  • Module Type Package (MTP) and Modular Production: VDI 2658, POL Orchestration and OPC UA Process Modules (2026)
  • Sandboxing AI Agent Code Execution: Firecracker microVMs, gVisor, WebAssembly and Container Isolation Compared (2026)
  • Kafka KRaft in Production: Migrating Off ZooKeeper — A Hands-On Guide (2026)
  • RWA Tokenization Architecture: Issuance to Settlement
  • Iceberg vs Delta vs Hudi for Lakehouses: 2026 ADR
  • Building an MQTT-to-Kafka Bridge with Kafka Connect: Production Tutorial
  • Azure Time Series Databases: Data Explorer & Cosmos DB Architecture (2026)
  • Product Carbon Footprint Data Exchange: ISO 14067, PACT Network and PCF Roll-Ups Through the BOM (2026)
  • Design-to-Cost and Should-Cost Modeling in PLM: Parametric Costing, BOM Cost Rollups and Supplier Quote Analysis (2026)
  • Prompt Management and Versioning for LLM Apps: Registries, Eval Gates, Rollouts and Rollback (2026)
  • Digital Twin Consortium Reference Architecture: Capabilities Periodic Table, Maturity and How It Maps to Real Platforms (2026)
  • Industrial DataOps Architecture: Contextualization, Data Models and Pipelines Between OT and the Enterprise (2026)
  • Embedded Finance and Banking-as-a-Service Architecture: Sponsor Bank Ledgers, Program Management and Compliance Boundaries (2026)
  • Tokenized Deposits vs Stablecoins vs CBDC: Bank Money on Programmable Rails, Architecture and Settlement (2026)
  • Software Catalog and Service Scorecards: Ownership Metadata, Backstage catalog-info and Engineering Standards at Scale (2026)
  • Postgres Analytics Offload: pg_duckdb vs CDC to ClickHouse vs HTAP Extensions for Reporting Queries (2026)
  • AI Model Licenses Explained: Apache 2.0, MIT, Llama Community, OpenRAIL and What Commercial Use Really Allows (2026)
  • Kubernetes Native Sidecar Containers: Lifecycle, Startup Ordering and Job Shutdown Explained (2026)
  • OPC UA Robotics Companion Specification (OPC 40010): Robot Information Model, Skills and Integration (2026)
  • Digital Twin Verification and Validation: ASME V&V 40, Credibility Evidence and Model Fidelity Levels (2026)
  • PLM Graph Database Impact Analysis: Where-Used, Change Propagation and Neo4j vs Relational BOM Queries (2026)
  • Passkeys for Payments: FIDO2, WebAuthn and Secure Payment Confirmation in Checkout Flows (2026)
  • Data Versioning for ML: lakeFS vs DVC vs Delta Lake Time Travel for Reproducible Training (2026)
  • LLM API Prompt Caching Economics: Explicit vs Implicit Caching, TTLs and Break-Even Math Across Providers (2026)
  • The June 2026 Open-Weight Model Flood, Explained
  • Samsungs All-AI Factories by 2030: An Analysis
  • Intel-Foxconn Rack-Scale AI Infrastructure: 2026 Analysis
  • Rust Embedded Development: How to Build no_std Firmware for Microcontrollers (2026)
  • How Tokamak Fusion Reactors Actually Work: The Physics of Confining a 150-Million-Degree Plasma
  • Payment Orchestration Architecture: Smart Routing, Retries, Cascading and Failover Across PSPs (2026)
  • Zero-Downtime Database Schema Migrations: Expand-Contract, pgroll, gh-ost and Online DDL Trade-offs (2026)
  • UCIe Chiplets and HBM4 for AI Accelerators: Die-to-Die Interconnect, Packaging and Bandwidth Math (2026)
  • Aliro Digital Key Standard Explained: CSA Smart Lock Protocol, UWB, NFC and BLE Credentials (2026)
  • Cloudflare Durable Objects Explained: Stateful Edge Architecture, Storage, Alarms and Limits (2026)
  • Teamcenter 2606: Copilot for CAD and PMI, New Active Workspace, SAP and Polarion Links (2026)
  • Isaac Sim 6.2: Newton 1.6.1, Cortex Removal and Breaking Changes Before You Upgrade (2026)
  • Matter 1.6 and 1.6.1: Groupcast, NFC Setup, Joint Fabric, Product Security 1.1 (2026)
  • Linux 7.1 Mainline PREEMPT_RT on 32-bit ARM: Build, Measure Latency, Compare With Zephyr (2026)
  • Qualcomm Dragonwing Q-2390 vs IQ-2390: A78, 1.1 TOPS NPU, TSN, RISC-V Core (2026)

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