Blog - IoT Digital Twin PLM

AIOps Incident Response Architecture: Agentic SRE and Alert Correlation (2026)

By MPRAUTO MPRAUTO June 29, 2026TechNo Comments

A reference architecture for AIOps incident response: telemetry ingestion, alert correlation, LLM-assisted triage, agentic auto-remediation, and the guardrails that keep automation safe.

Feature Store Architecture: Online/Offline Parity and Point-in-Time Correctness

By MPRAUTO MPRAUTO June 29, 2026AI1 Comment

A feature store architecture deep-dive: online/offline parity, point-in-time correct joins, materialization, and the registry - how to stop training/serving skew in production ML.

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 Architecture, Benchmarks and Access (2026)

By MPRAUTO MPRAUTO June 28, 2026AINo Comments

Llama 4 Explained: Scout, Maverick and Behemoth Architecture, Benchmarks and Access (2026) - updated October 2026 with verified facts, diagrams and FAQ.

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.

Vector Database Benchmarks 2026: 4 Ranked by QPS, Recall & Cost

By MPRAUTO MPRAUTO June 28, 2026AI1 Comment

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, 2026iiot3 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