Blog - IoT Digital Twin PLM

NAMUR Open Architecture (NOA): A Hands-On Second-Channel Monitoring Setup (2026)

By MPRAUTO MPRAUTO July 8, 2026iiotNo Comments

A hands-on NAMUR Open Architecture (NOA) tutorial: the second monitoring channel, verification of request, a read-only OPC UA diode, and edge analytics without touching the DCS.

IEC 61499 vs IEC 61131-3: Distributed Control for Industry 4.0 (2026)

By MPRAUTO MPRAUTO July 8, 2026iiotNo Comments

IEC 61499 vs IEC 61131-3 compared: event-driven function blocks vs scan-cycle PLC logic, portability, distribution, tooling, and a decision matrix for modern control.

Ethernet-APL Reference Architecture: Two-Wire Ethernet for Process Automation (2026)

By MPRAUTO MPRAUTO July 8, 2026iiotNo Comments

An Ethernet-APL reference architecture for process plants: 10BASE-T1L physical layer, power over two wires, intrinsic safety zones, switches, and OPC UA field integration.

DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)

By MPRAUTO MPRAUTO July 2, 2026AINo Comments

DeepSeek V4 explained: the 1.6T-parameter MoE architecture, Compressed Sparse Attention, 1M-token context, SWE-bench and reasoning benchmarks, pricing, and how to deploy it.

DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)

By MPRAUTO MPRAUTO July 2, 2026AINo Comments

DeepSeek V4 explained: the 1.6T-parameter MoE architecture, Compressed Sparse Attention, 1M-token context, SWE-bench and reasoning benchmarks, pricing, and how to deploy it.

In-Vivo CAR-T Cell Therapy: How Engineering T-Cells Inside the Body Works (2026)

By MPRAUTO MPRAUTO July 2, 2026ScienceNo Comments

How in-vivo CAR-T cell therapy works: engineering T-cells inside the body with lipid nanoparticles and targeted vectors, versus ex-vivo manufacturing, and the 2026 pipeline.

d-Matrix Corsair and the Rise of Dedicated AI Inference Silicon (2026 Analysis)

By MPRAUTO MPRAUTO July 2, 2026TechNo Comments

An analysis of d-Matrix Corsair and digital in-memory compute: why dedicated AI inference silicon is challenging GPUs on cost, latency, and energy for LLM serving in 2026.

Perpetual KYC (pKYC) Architecture: Continuous Risk Reassessment for 2026

By MPRAUTO MPRAUTO July 2, 2026TechNo Comments

A perpetual KYC (pKYC) reference architecture: event-driven risk reassessment, entity resolution, screening, an ML risk engine, and case management for continuous compliance.

PostgreSQL vs Distributed SQL (CockroachDB, YugabyteDB): A Multi-Tenant SaaS ADR (2026)

By MPRAUTO MPRAUTO July 2, 2026ArchitectureNo Comments

Postgres vs distributed SQL for multi-tenant SaaS: when a single primary with read replicas beats CockroachDB or YugabyteDB, consistency, latency, cost, and a decision record.

IoT Digital Twin PLM

NAMUR Open Architecture (NOA): A Hands-On Second-Channel Monitoring Setup (2026)

IEC 61499 vs IEC 61131-3: Distributed Control for Industry 4.0 (2026)

Ethernet-APL Reference Architecture: Two-Wire Ethernet for Process Automation (2026)

DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)

DeepSeek V4 Explained: Architecture, Sparse Attention, Benchmarks, and Deployment (2026)

In-Vivo CAR-T Cell Therapy: How Engineering T-Cells Inside the Body Works (2026)

d-Matrix Corsair and the Rise of Dedicated AI Inference Silicon (2026 Analysis)

Perpetual KYC (pKYC) Architecture: Continuous Risk Reassessment for 2026

PostgreSQL vs Distributed SQL (CockroachDB, YugabyteDB): A Multi-Tenant SaaS ADR (2026)

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