automation - 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.

CODESYS vs TwinCAT: Soft-PLC Architecture Compared (2026)

By MPRAUTO MPRAUTO June 12, 2026TechNo Comments

An engineer's 2026 comparison of CODESYS and TwinCAT soft-PLC runtimes: real-time determinism, fieldbus support, IEC 61131-3, EtherCAT, and a decision matrix.

Agentic Digital Twins: AI-Driven Twins in 2026

By MPRAUTO MPRAUTO June 9, 2026Digital TwinNo Comments

Why digital twins are becoming agentic in 2026: how LLM agents, live data, and closed-loop control turn replicas into self-optimizing systems.

Humanoid Robots Hit the Factory Floor: 2026 Analysis

By MPRAUTO MPRAUTO June 8, 2026TechNo Comments

An analytical 2026 look at humanoid robots moving from pilots to production lines: Figure, Schaeffler, Unitree deployments, the economics, and what still blocks scale.

Humanoid Robots in Manufacturing: Reality vs Hype (2026)

By MPRAUTO MPRAUTO May 20, 2026TechNo Comments

Humanoid robots in manufacturing, 2026 — where they actually work, the VLA-model stack, integration cost, ROI math, and an honest hype check.

Fact-Check: Did AI Replace 50% of Software Engineers in 2025?

By MPRAUTO MPRAUTO April 27, 2026AINo Comments

Auditing the viral 2025 claim that AI replaced half of software engineers — BLS data, layoff trackers, GitHub Copilot adoption surveys, and what the numbers actually show in 2026.

Build an OPC UA Server in Python with asyncua (Tutorial)

By MPRAUTO MPRAUTO April 27, 2026iiotNo Comments

Hands-on tutorial: building a production-ready OPC UA server in Python with asyncua — address space modeling, security policies, subscriptions, and Docker packaging for IIoT in 2026.

AI Agents in the Enterprise 2026: Past the Trough of Disillusionment, What Actually Ships

By MPRAUTO MPRAUTO April 16, 2026AINo Comments

AI agents in the enterprise in 2026: why most pilots stalled, the patterns that actually reach production, evaluation and guardrails, ROI, and a deployment maturity model.