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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Project Haystack vs Brick Schema vs RealEstateCore for Building Digital Twins (2026)

Project Haystack vs Brick Schema vs RealEstateCore for Building Digital Twins (2026)

Posted by By MPRAUTO MPRAUTO October 14, 2026Posted inDigital TwinNo Comments
Brick Schema vs Haystack vs RealEstateCore: Choosing a Building Digital Twin Ontology (2026) Every building digital twin project hits the same wall in week three. The BACnet scan returns forty…
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umati vs MTConnect vs OPC UA for Machine Tools (2026)

umati vs MTConnect vs OPC UA for Machine Tools (2026)

Posted by By MPRAUTO MPRAUTO October 14, 2026Posted iniiot1 Comment
umati vs MTConnect vs OPC UA for Machine Tools (2026) Ask five shop-floor integrators how they get spindle load out of a CNC and you will get five answers: a…
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OCPP 2.0.1 vs OCPP 1.6 vs ISO 15118: EV Charging Architecture (2026)

OCPP 2.0.1 vs OCPP 1.6 vs ISO 15118: EV Charging Architecture (2026)

Posted by By MPRAUTO MPRAUTO October 14, 2026Posted iniot1 Comment
OCPP 2.0.1 vs OCPP 1.6 vs ISO 15118: EV Charging Architecture (2026) Procurement teams keep asking the wrong question about EV charging protocols: "Is it OCPP 1.6 or OCPP 2.0.1?"…
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Vibration Analysis for Condition Monitoring: ISO 20816, FFT and ML Pipelines (2026)

Vibration Analysis for Condition Monitoring: ISO 20816, FFT and ML Pipelines (2026)

Posted by By MPRAUTO MPRAUTO October 14, 2026Posted iniiotNo Comments
Vibration Analysis for Condition Monitoring: ISO 20816, FFT and ML Pipelines (2026) A rolling-element bearing rarely fails without warning. Weeks or months before it seizes, a microscopic spall on a…
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Kubernetes Dynamic Resource Allocation (DRA) for GPU Scheduling Explained (2026)

Kubernetes Dynamic Resource Allocation (DRA) for GPU Scheduling Explained (2026)

Posted by By MPRAUTO MPRAUTO October 14, 2026Posted inKubernetes2 Comments
Kubernetes Dynamic Resource Allocation (DRA) for GPU Scheduling Explained (2026) For almost a decade, asking Kubernetes for a GPU meant writing nvidia.com/gpu: 1 and hoping. The scheduler saw an opaque…
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Serverless Cold Starts: Lambda SnapStart vs Cloudflare Workers vs Cloud Run (2026)

Serverless Cold Starts: Lambda SnapStart vs Cloudflare Workers vs Cloud Run (2026)

Posted by By MPRAUTO MPRAUTO October 14, 2026Posted inDevelopmentNo Comments
Serverless Cold Starts: Lambda SnapStart vs Cloudflare Workers vs Cloud Run (2026) Every serverless platform makes the same bargain: you stop paying for idle capacity, and in exchange the platform…
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Cell-Based Architecture: Bulkheads and Blast-Radius Containment (2026)

Cell-Based Architecture: Bulkheads and Blast-Radius Containment (2026)

Posted by By MPRAUTO MPRAUTO October 14, 2026Posted inKubernetes2 Comments
Cell-Based Architecture: Bulkheads and Blast-Radius Containment (2026) Most outages are not caused by the failure of a single component. They are caused by the failure of a single component in…
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Prometheus Long-Term Storage: Thanos vs Mimir vs VictoriaMetrics (2026)

Prometheus Long-Term Storage: Thanos vs Mimir vs VictoriaMetrics (2026)

Posted by By MPRAUTO MPRAUTO October 14, 2026Posted inKubernetes1 Comment
Prometheus Long-Term Storage: Thanos vs Mimir vs VictoriaMetrics (2026) A single Prometheus server is a wonderful thing until the day someone asks for last year's p99 latency during Black Friday.…
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HART Protocol Deep Dive: Field Device Integration with 4-20mA Loops

HART Protocol Deep Dive: Field Device Integration with 4-20mA Loops

Posted by By MPRAUTO MPRAUTO October 14, 2026Posted iniiot1 Comment
HART Protocol Deep Dive: Field Device Integration with 4-20mA Loops - updated October 2026 with verified facts, diagrams and FAQ.
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OPC UA Pub/Sub: MQTT vs UADP Architecture Comparison

OPC UA Pub/Sub: MQTT vs UADP Architecture Comparison

Posted by By MPRAUTO MPRAUTO October 14, 2026Posted iniiot4 Comments
OPC UA Pub/Sub: MQTT vs UADP Architecture Comparison - updated October 2026 with verified facts, diagrams and FAQ.
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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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