Blog - IoT Digital Twin PLM

Geometric Deep Learning for Materials Discovery: GNoME, MatterGen, 2026 SOTA

By MPRAUTO MPRAUTO May 16, 2026ScienceNo Comments

Geometric deep learning for materials discovery in 2026 — GNoME, MatterGen, equivariant GNNs, the inverse design problem, and where ML-driven materials science actually ships.

Hyperscaler Capex Wars 2026: AI Compute Reshapes Cloud Economics

By MPRAUTO MPRAUTO May 16, 2026BusinessNo Comments

The 2026 hyperscaler capex wars — Microsoft, Amazon, Google, Meta, Oracle spending breakdowns, GPU vs ASIC strategies, power constraints, and the new cloud unit economics.

Limit Order Book Reconstruction from ITCH: Systems Architecture (2026)

By MPRAUTO MPRAUTO May 16, 2026TechNo Comments

Limit order book reconstruction from NASDAQ ITCH feeds — message types, snapshot vs delta, lock-free L3 book in C++/Rust, and a 2026 reference architecture.

Backstage 1.30 IDP Setup: Templates, Catalog, TechDocs Production Guide

By MPRAUTO MPRAUTO May 16, 2026KubernetesNo Comments

Production Backstage 1.30 IDP setup — software catalog, scaffolder templates, TechDocs, auth plugins, and a working docker-compose stack with PostgreSQL and Kubernetes ingestion.

Sidecar vs eBPF Service Mesh: An ADR for 2026 Production Workloads

By MPRAUTO MPRAUTO May 16, 2026KubernetesNo Comments

ADR for sidecar vs eBPF service mesh in 2026 — context, options (Istio Ambient, Cilium Mesh, Linkerd2), trade-offs, consequences, and the decision criteria we settled on.

Q2 2026 Open-Source Embedding Models Benchmark: BGE, GTE, E5, Stella, Nomic

By MPRAUTO MPRAUTO May 16, 2026AINo Comments

Q2 2026 open-source embedding models benchmarked — BGE-M3, GTE-Qwen2, E5-Mistral, Stella, Nomic on MTEB plus latency, memory, and industrial retrieval tasks.

RAG Over CAD and BOM: Reference Architecture for PLM Knowledge Retrieval

By MPRAUTO MPRAUTO May 16, 2026AINo Comments

RAG over CAD and BOM data for PLM knowledge retrieval — chunking strategies for engineering drawings, BOM graph embeddings, and a reference architecture proven in 2026 production.

Why Industrial AI Pilots Fail in 2026 — The Data Maturity Problem

By MPRAUTO MPRAUTO May 16, 2026iiotNo Comments

Industrial AI pilots are failing at an 80% rate in 2026 — the root cause is not model quality but data maturity. Honest analysis with architecture-level remediation patterns.

OPC UA PubSub over MQTT 5: A Production Implementation Tutorial

By MPRAUTO MPRAUTO May 16, 2026iiotNo Comments

Step-by-step OPC UA PubSub over MQTT 5 implementation — DataSetMessage mapping, JSON vs UADP, security profiles, and a working aiomqtt + asyncua tutorial for 2026.

UNS vs Data Mesh vs Data Fabric for Industrial Data (2026)

By MPRAUTO MPRAUTO May 16, 2026iiot1 Comment

Unified Namespace vs Data Mesh vs Data Fabric for industrial data in 2026 — semantics, governance, ownership, edge vs cloud, and a decision matrix for OT/IT convergence.

IoT Digital Twin PLM