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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
MCP Goes Stateless: Migrating to the 2026-07-28 Spec

MCP Goes Stateless: Migrating to the 2026-07-28 Spec

Posted by By MPRAUTO MPRAUTO September 26, 2026Posted inAI2 Comments
MCP's 2026-07-28 spec removes protocol sessions and the handshake, going fully stateless - a migration guide to what breaks and how to fix it.
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DuckDB v2.0 vs 1.5.x: Benchmarks for IIoT Telemetry

DuckDB v2.0 vs 1.5.x: Benchmarks for IIoT Telemetry

Posted by By MPRAUTO MPRAUTO September 26, 2026Posted iniiotNo Comments
DuckDB v2.0 brings a new PEG parser and async I/O: 2-3x faster Parquet/CSV scans, 40x faster recursive CTEs vs 1.5.5. Benchmarked for IIoT telemetry.
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Karmada Graduates: A Multi-Cluster K8s ADR

Karmada Graduates: A Multi-Cluster K8s ADR

Posted by By MPRAUTO MPRAUTO September 26, 2026Posted inKubernetesNo Comments
Karmada graduated CNCF on Sept 8, 2026. We break down v1.19's priority scheduling and memory fixes, plus when to pair it with Cluster API in production.
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Jetson T3000 vs T5000: JetPack 7.2.1 Compared

Jetson T3000 vs T5000: JetPack 7.2.1 Compared

Posted by By MPRAUTO MPRAUTO September 26, 2026Posted inAINo Comments
NVIDIA's Jetson T3000 and T2000 modules (July 2026) plus JetPack 7.2.1 (Aug 2026): specs, TOPS, and how T3000 stacks up against T5000 and Orin.
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Digit 5 Safety Architecture: Reference Design for 2026

Digit 5 Safety Architecture: Reference Design for 2026

Posted by By MPRAUTO MPRAUTO September 26, 2026Posted iniiotNo Comments
Agility Digit 5 ships with an independent safety controller that passed OSHA field evaluation - a reference architecture for coming ISO 25785-1 rules.
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ISO 23247-5 Digital Thread Reference Architecture 2026

ISO 23247-5 Digital Thread Reference Architecture 2026

Posted by By MPRAUTO MPRAUTO September 26, 2026Posted inDigital Twin1 Comment
ISO 23247-5:2026 defines the digital thread for manufacturing digital twins. A reference architecture for implementing it across PLM, MES, and IIoT.
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Aras Innovator R40 vs R38: .NET 10 Migration Guide

Aras Innovator R40 vs R38: .NET 10 Migration Guide

Posted by By MPRAUTO MPRAUTO September 25, 2026Posted inPLMNo Comments
Aras Innovator R40 runs on .NET 10 as .NET 8 hits Microsoft's EOL on Nov 10, 2026. Verified breaking changes, SQL date-format fixes, and SSRS deprecation before you upgrade.
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Ignition 8.1 vs 8.3: 2026 Migration Guide Update

Ignition 8.1 vs 8.3: 2026 Migration Guide Update

Posted by By MPRAUTO MPRAUTO September 25, 2026Posted iniiotNo Comments
Ignition 8.3.9 (Aug 2026) fixes real 8.1-to-8.3 upgrade bugs: SMTP settings loss, alarm-journal filters, MQTT module bumps, and more. What to check before you upgrade.
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MoveIt Pro 10.0 vs 9.4: The Breaking Upgrade Guide

MoveIt Pro 10.0 vs 9.4: The Breaking Upgrade Guide

Posted by By MPRAUTO MPRAUTO September 25, 2026Posted inTech1 Comment
MoveIt Pro 10.0 drops ROS 2 Humble, renames a dozen Behaviors, and adds VLA policy execution. Full breaking-change and migration checklist from 9.4.
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KEDA 2.21 vs 2.20: CVE Fix & Breaking Scaler Changes

KEDA 2.21 vs 2.20: CVE Fix & Breaking Scaler Changes

Posted by By MPRAUTO MPRAUTO September 25, 2026Posted inKubernetes1 Comment
KEDA 2.21 patches a TriggerAuthentication CVE and removes deprecated Temporal and Azure Pipelines scaler settings. The safe upgrade path from 2.20, which just went EOL.
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Posts pagination

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  • 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)
  • Terraform MCP Server GA: Connecting AI Assistants to HCP Terraform Safely (2026)
  • GitHub’s 8-Hour Outage (Aug 17, 2026): Build a CI/CD Fallback With Mirrors and Runners
  • Google Cloud europe-west2-b Outage (Oct 20, 2026): What Failed and Multi-Zone Failover Design
  • Python 3.15 for ML Pipelines: Lazy Imports, frozendict, Tachyon Profiler and JIT (2026)
  • Nex-N2.5 Agent Models Explained: 1.6T Max, 397B Pro, 35B Mini and the Open-Weights Status (2026)
  • MBZUAI K2 Horizon: Six Fully Open Models up to 375B-A23B, Apache 2.0, With Training Recipes (2026)
  • StepFun Step 5 Preview Open Weights: 600B MoE, 27B Active, 1M Context for Agents (2026)
  • OpenTelemetry GenAI Semantic Conventions: Tracing LLM Calls, Agents, Tokens and Cost (2026)
  • ROS 2 QoS Profiles and DDS Tuning: Reliability, Durability, Deadline and Lifespan over Lossy Wi-Fi (2026)
  • Apache Arrow Flight SQL for High-Throughput Telemetry: Columnar Zero-Copy vs gRPC vs MQTT (2026)
  • ChirpStack LoRaWAN Network Server Architecture: Gateway Bridge, ADR, Multicast and FUOTA (Self-Hosted, 2026)
  • CBOR vs Protobuf vs MessagePack vs FlatBuffers: Encoding IoT Payloads on Constrained Devices (nanopb, CDDL, COSE) (2026)
  • Kubernetes In-Place Pod Resize: Vertical Scaling Without Restarts, VPA, cgroups and QoS (2026)
  • Model Cards, Datasheets and ML-BOM (CycloneDX): AI Supply-Chain Provenance and EU AI Act Documentation (2026)
  • RAG Retrieval Evaluation: Recall@k, nDCG, MRR, Golden Sets and RAGAS in a CI Pipeline (2026)
  • 800V DC Power for AI Data Centers: Solid-State Transformers, Rack Architecture and Efficiency Math (2026)
  • Vehicle Signal Specification (VSS) and Eclipse Kuksa: Software-Defined Vehicle Data Layer Architecture (2026)
  • Rust Embedded for IoT Firmware: Embassy Async vs Zephyr vs FreeRTOS on Cortex-M (2026)
  • WebGPU In-Browser LLM Inference: WebLLM, WGSL Kernels, VRAM Limits and When It Beats WASM (2026)
  • LLM Gateways Compared: LiteLLM vs Portkey vs Kong AI Gateway vs Cloudflare AI Gateway (2026)
  • Managed Kubernetes in 2026: EKS vs GKE vs AKS on Networking, Upgrades, Autoscaling and Cost
  • Co-Simulation Master Algorithms: Jacobi vs Gauss-Seidel, SSP and Algebraic Loops for Digital Twins (2026)
  • SROS2: ROS 2 Security with DDS-Security, Enclaves, Certificates and Access Control Policies (2026)
  • SLH-DSA vs ML-DSA vs FN-DSA: Post-Quantum Firmware Signing and Secure Boot for IoT (2026)
  • A/B Testing for ML Systems: CUPED, Sequential Testing, Interleaving and Contextual Bandits (2026)
  • Vitess vs Citus vs CockroachDB: Horizontal Sharding Architecture for MySQL and PostgreSQL (2026)
  • Distributed Locks, Leases and Fencing Tokens: Redlock Critique and etcd/ZooKeeper Correctness (2026)
  • Confidential VMs: Intel TDX vs AMD SEV-SNP vs Arm CCA and Remote Attestation Architecture (2026)
  • GPU Sharing on Kubernetes: NVIDIA MIG vs MPS vs Time-Slicing vs vGPU for Multi-Tenant Inference (2026)
  • LLM Prefix Caching: RadixAttention vs vLLM Automatic Prefix Caching and KV Cache Reuse (2026)
  • Requirements Management in PLM: ReqIF, DOORS vs Jama vs Polarion and End-to-End Traceability (2026)
  • Large-Scale Digital Twin Visualization: 3D Tiles, Cesium, Point Cloud Streaming and LOD Architecture (2026)
  • TSN Time-Aware Shaper (IEEE 802.1Qbv): Gate Control List Scheduling for Deterministic Industrial Ethernet (2026)
  • ISA-88 Batch Control: Recipe Management, the Physical and Procedural Models, and MES/Digital Twin Integration (2026)

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