Blog - 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.

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.

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.

NVIDIA Jetson + K3s: Edge AI Cluster Tutorial (2026)

By mprcba June 28, 2026KubernetesNo Comments

A hands-on NVIDIA Jetson and K3s edge AI cluster tutorial: provision nodes, enable GPU scheduling, deploy a vision model, and run inference at the edge.

SCADA vs OPC vs IoT Platform vs Data Historian (2026)

By mprcba June 28, 2026iiotNo Comments

SCADA vs OPC vs IoT platform vs data historian in 2026: what each layer does, where they overlap, and a decision matrix for your industrial data architecture.

IoT Digital Twin PLM