MPR CB, Author at IoT Digital Twin PLM

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

By MPRAUTO MPRAUTO July 8, 2026iiot1 Comment

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.

Long-Context LLM Benchmarks 2026: RULER, Effective Context, and the Lost-in-the-Middle Problem

By MPRAUTO MPRAUTO July 2, 2026AINo Comments

Long-context LLM benchmarks in 2026: why 1M-token windows do not mean 1M-token reasoning, RULER, NIAH, effective context length, and how to test long-context models properly.

Long-Context LLM Benchmarks 2026: RULER, Effective Context, and the Lost-in-the-Middle Problem

By MPRAUTO MPRAUTO July 2, 2026AINo Comments

Long-context LLM benchmarks in 2026: why 1M-token windows do not mean 1M-token reasoning, RULER, NIAH, effective context length, and how to test long-context models properly.

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)

Long-Context LLM Benchmarks 2026: RULER, Effective Context, and the Lost-in-the-Middle Problem

Long-Context LLM Benchmarks 2026: RULER, Effective Context, and the Lost-in-the-Middle Problem

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