MPR CB, Author at IoT Digital Twin PLM

Confidential AI Inference: TEEs and GPU Confidential Computing (2026)

By MPRAUTO MPRAUTO June 29, 2026AINo Comments

How confidential AI inference works: CPU and GPU trusted execution environments, attestation, H100/Blackwell confidential computing, and a reference architecture for regulated LLM workloads.

W3C Web of Things (WoT) Reference Architecture for Industrial IoT (2026)

By MPRAUTO MPRAUTO June 29, 2026iiotNo Comments

A reference architecture for the W3C Web of Things: Thing Descriptions, the four building blocks, protocol bindings, and how WoT unifies fragmented IoT without replacing your stack.

Llama 4 Explained: Scout, Maverick, and Behemoth (MoE)

By MPRAUTO MPRAUTO June 28, 2026AINo Comments

Llama 4 explained: Meta's Scout, Maverick, and Behemoth mixture-of-experts models - architecture, context window, benchmarks, license, and how to deploy them.

How MRI Actually Works: The Physics of Magnetic Resonance

By MPRAUTO MPRAUTO June 28, 2026ScienceNo Comments

How MRI actually works: nuclear magnetic resonance, the main magnet and gradients, RF pulses, T1 and T2 relaxation, and how a spatial image is reconstructed.

Optogenetics: Engineering Light-Controlled Neurons

By MPRAUTO MPRAUTO June 28, 2026ScienceNo Comments

How optogenetics works: opsins like channelrhodopsin, light delivery, viral targeting, and how engineered light-controlled neurons are decoding the brain in 2026.

Micron’s AI Memory Supercycle: Why HBM Is the Bottleneck

By MPRAUTO MPRAUTO June 28, 2026TechNo Comments

Analysis of Micron's record 2026 quarter and the HBM supercycle: why high-bandwidth memory, not just GPUs, is now the binding constraint on AI compute.

Low-Latency Market Data Feed Handler: Engineering Guide

By MPRAUTO MPRAUTO June 28, 2026TechNo Comments

How to engineer a low-latency market data feed handler: line arbitration, ITCH and FIX parsing, kernel-bypass networking, order book build, and tail-latency tuning.

Vector Database Benchmarks 2026: Pinecone, Weaviate, Qdrant

By MPRAUTO MPRAUTO June 28, 2026AINo Comments

A 2026 vector database benchmark: Pinecone, Weaviate, Qdrant, and Milvus on recall, latency, throughput, and cost - with what changed in the second half of 2026.

RWA Tokenization Architecture: Issuance to Settlement

By MPRAUTO MPRAUTO June 28, 2026TechNo Comments

A reference architecture for real-world asset (RWA) tokenization: issuance, custody, compliance, and settlement - a systems analysis, not financial advice.

Confidential Containers on Kubernetes: A 2026 Guide

By MPRAUTO MPRAUTO June 28, 2026KubernetesNo Comments

Confidential containers on Kubernetes explained: TEEs, AMD SEV-SNP and Intel TDX, remote attestation, the CoCo project, and running sensitive workloads safely.

Confidential AI Inference: TEEs and GPU Confidential Computing (2026)

W3C Web of Things (WoT) Reference Architecture for Industrial IoT (2026)

Llama 4 Explained: Scout, Maverick, and Behemoth (MoE)

How MRI Actually Works: The Physics of Magnetic Resonance

Optogenetics: Engineering Light-Controlled Neurons

Micron’s AI Memory Supercycle: Why HBM Is the Bottleneck

Low-Latency Market Data Feed Handler: Engineering Guide

Vector Database Benchmarks 2026: Pinecone, Weaviate, Qdrant

RWA Tokenization Architecture: Issuance to Settlement

Confidential Containers on Kubernetes: A 2026 Guide

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