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Posts by mprcba

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About mprcba
PLC vs SCADA: Architecture, Roles, and How They Work Together (2026)

PLC vs SCADA: Architecture, Roles, and How They Work Together (2026)

Posted by By mprcba May 28, 2026Posted iniiotNo Comments
PLC vs SCADA explained — control loops vs supervisory, network architecture, IEC 61131-3 vs HMI runtime, with a decision matrix for greenfield plants.
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Zero Trust Architecture for Industrial OT / IoT (2026)

Zero Trust Architecture for Industrial OT / IoT (2026)

Posted by By mprcba May 28, 2026Posted iniiot3 Comments
Zero-trust architecture for industrial OT and IoT — micro-segmentation patterns, identity for machines, NIST SP 800-207 applied to plants, and what the Purdue model gets wrong.
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Emergent Abilities in LLMs: What Scales, What’s a Mirage (2026)

Emergent Abilities in LLMs: What Scales, What’s a Mirage (2026)

Posted by By mprcba May 26, 2026Posted inAINo Comments
Emergent abilities in LLMs — what truly emerges with scale, what is a benchmark mirage, and what the 2026 evidence shows about emergence vs measurement.
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Digital Twins in Oil & Gas: Offshore Predictive Maintenance

Digital Twins in Oil & Gas: Offshore Predictive Maintenance

Posted by By mprcba May 25, 2026Posted inDigital TwinNo Comments
Digital twin oil and gas reference architecture for offshore predictive maintenance — sensor-to-twin pipeline, physics + ML models, and a real ROI model.
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DMZ and Port Forwarding: Secure Remote Access Architecture

DMZ and Port Forwarding: Secure Remote Access Architecture

Posted by By mprcba May 25, 2026Posted inSecurityNo Comments
DMZ and port forwarding done safely — network segmentation, NAT and firewall rules, port forwarding vs VPN vs reverse proxy, and a hardened reference setup.
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Vehicle-to-Infrastructure (V2I): Architecture & Implementation

Vehicle-to-Infrastructure (V2I): Architecture & Implementation

Posted by By mprcba May 25, 2026Posted iniotNo Comments
Vehicle-to-infrastructure (V2I) architecture and implementation — C-V2X vs DSRC, RSU design, the message set, latency budgets, and a deployment blueprint.
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The IoT Protocol Stack: A Modular Architecture Guide (2026)

The IoT Protocol Stack: A Modular Architecture Guide (2026)

Posted by By mprcba May 25, 2026Posted iniiotNo Comments
The IoT protocol stack explained as a modular architecture — device, transport, messaging, and semantic layers, with how to choose MQTT, CoAP, or OPC UA.
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NVIDIA L4 + VMware for AI Inference (2026 Update)

NVIDIA L4 + VMware for AI Inference (2026 Update)

Posted by By mprcba May 25, 2026Posted inAINo Comments
NVIDIA L4 on VMware vSphere for AI inference, updated for 2026 — vGPU vs passthrough, sizing, L4 vs L40S, and a reference deployment with the cost math.
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Azure IoT Hub vs Event Hub: Architecture Comparison (2026)

Azure IoT Hub vs Event Hub: Architecture Comparison (2026)

Posted by By mprcba May 24, 2026Posted inAzureNo Comments
Azure IoT Hub vs Event Hub compared — device management, protocols, throughput, cost, and a decision matrix for your 2026 ingestion architecture.
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What Are IoT Devices? Architecture, Types & Examples (2026)

What Are IoT Devices? Architecture, Types & Examples (2026)

Posted by By mprcba May 24, 2026Posted iniotNo Comments
What are IoT devices? A 2026 deep dive into IoT device architecture, sensors, MCUs, connectivity, security, and real examples across industries.
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Posts pagination

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  • Dagger vs GitHub Actions: Programmable, Container-Native CI/CD Pipelines (2026)
  • KubeVirt vs VMware vSphere: Running VMs on Kubernetes and Migration Architecture (2026)
  • OpenLineage and Marquez: Data Lineage Architecture, Column-Level Lineage and Impact Analysis (2026)
  • Engineering Change Management in PLM: ECR, ECO, ECN, Effectivity and the Digital Thread (2026)
  • CUDA Graphs and torch.compile for LLM Decode Latency: Killing Launch Overhead (2026)
  • Agentic Commerce Protocols: ACP vs AP2 vs UCP for AI Agent Payments (2026)
  • ACT Action Chunking Transformers and ALOHA: Bimanual Imitation Learning vs Diffusion Policy (2026)
  • LiDAR-Inertial Odometry: LIO-SAM vs FAST-LIO2 vs KISS-ICP for Robot Localization (2026)
  • Neural Text-to-Speech Architecture: VITS, Codec Language Models and Flow-Matching TTS (2026)
  • NVFP4 vs MXFP4: 4-Bit Floating Point for LLM Training and Inference (2026)
  • Tensor vs Expert vs Data Parallelism for LLM Inference: MoE Serving Design (2026)
  • ReBAC Authorization: Zanzibar, OpenFGA vs SpiceDB vs Cedar Architecture (2026)
  • LCR and NSFR Calculation Engine: HQLA, Run-Off Rates and Basel III Liquidity Reporting Architecture (2026)
  • Visual Servoing for Robots: IBVS vs PBVS, the Interaction Matrix and Hybrid 2.5D Control (2026)
  • Digital FMEA: AIAG-VDA 7-Step Method, Knowledge Graphs and the PLM Digital Thread (2026)
  • Statistical Process Control in IIoT: Control Charts, Cpk, Western Electric and Nelson Rules in a Streaming Architecture (2026)
  • SAE J1939 Explained: PGN, SPN, Transport Protocol and a Heavy-Duty Vehicle Telematics Data Pipeline (2026)
  • MCP Server Security: Tool Poisoning, Confused Deputy, OAuth 2.1 Resource Indicators and a Threat Model (2026)
  • Envoy xDS Control Plane Architecture: LDS, CDS, EDS, RDS, Delta xDS and Building a Control Plane (2026)
  • ML Pipeline Orchestration: Kubeflow Pipelines vs Flyte vs Metaflow vs Argo Workflows vs Airflow (2026)
  • Pipeline Parallelism for LLM Training: GPipe, 1F1B, Interleaved, Zero-Bubble and DualPipe Schedules (2026)
  • Diffusion Language Models: LLaDA, Masked Discrete Diffusion and Parallel Decoding vs Autoregressive LLMs (2026)
  • Securities Lending and Repo Architecture: SFTR Reporting, Tri-Party Collateral and Optimization (2026)
  • CCP Initial Margin Models: SPAN vs VaR, the Default Waterfall and Procyclicality Controls (2026)
  • Asset Administration Shell Submodels in Practice (2026 Guide)
  • Digital Product Passport Architecture: The EU ESPR Data Model (2026)
  • TWAP Execution Algorithm Architecture: Design & Slippage (2026)
  • Q2 2026 LLM Inference Benchmark: vLLM vs TGI vs SGLang vs Triton
  • Multi-Agent Orchestration 2026: MCP vs A2A vs LangGraph
  • RT-DETR vs YOLO: NMS-Free Transformer Object Detection, Latency and Edge Deployment with TensorRT (2026)
  • Model Predictive Control (MPC) vs PID: Constraints, Prediction Horizons and a Hands-On OSQP and acados Tutorial (2026)
  • IO-Link and IO-Link Wireless: Master Architecture, IODD, Process Data and Integration with OPC UA and MQTT (2026)
  • Credit Scoring and Underwriting ML Architecture: Scorecards, Gradient Boosting, Adverse Action Explainability and Monitoring (2026)
  • Basel III Endgame Risk-Weighted Assets Engine: Standardised Approach Calculation Architecture and Data Lineage (2026)
  • 3-D Secure 2 (EMV 3DS) Architecture: PSD2 SCA, Frictionless vs Challenge Flows and Risk-Based Authentication (2026)
  • Polars vs DuckDB vs DataFusion: Apache Arrow Analytical Engines Compared for 2026 Workloads
  • S3-Compatible Object Storage: Ceph RGW vs MinIO vs SeaweedFS vs Garage Architecture Decision Record (2026)
  • Slurm vs Kubernetes for AI Training: Kueue, Volcano, Slinky and the 2026 GPU Scheduling Decision Guide
  • NVLink vs InfiniBand vs RoCE: NCCL All-Reduce, Collectives and GPU Cluster Network Design for AI Training (2026)

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