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LLM-Generated PLC Code: Safety, Verification and Guardrails

LLM-Generated PLC Code: Safety, Verification and Guardrails

Posted by By MPRAUTO MPRAUTO September 30, 2026Posted iniiotNo Comments
Using LLMs to generate IEC 61131-3 Structured Text for PLCs: verification gates, simulation, IEC 61508 constraints, and where it is unsafe. Reference pipeline.
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OPC UA FX Field Exchange: The Complete Reference Architecture

OPC UA FX Field Exchange: The Complete Reference Architecture

Posted by By MPRAUTO MPRAUTO September 30, 2026Posted iniiotNo Comments
OPC UA FX field exchange reference architecture: controller-to-controller and controller-to-device, TSN, UAFX connections, vendors and 2026 status.
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EMQX 6.3 LTS vs 5.8 LTS: Breaking Changes and Migration

EMQX 6.3 LTS vs 5.8 LTS: Breaking Changes and Migration

Posted by By MPRAUTO MPRAUTO September 24, 2026Posted inTechNo Comments
EMQX 6.3 is the new LTS. Strict MQTT parsing, Feature Gates, locked Prometheus and ACL defaults: every breaking change vs 5.8 LTS and a safe upgrade plan.
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CODESYS 4 vs CODESYS 3: What the 1.0 Web IDE Changes

CODESYS 4 vs CODESYS 3: What the 1.0 Web IDE Changes

Posted by By MPRAUTO MPRAUTO September 24, 2026Posted inTechNo Comments
CODESYS 4 1.0 ships a browser-based, Git-friendly PLC IDE on the same compiler and runtime. What changes vs CODESYS 3, what is missing, who should switch.
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OPC UA 1.03 vs 1.05: Certification Ends 2026, Migration Guide

OPC UA 1.03 vs 1.05: Certification Ends 2026, Migration Guide

Posted by By MPRAUTO MPRAUTO September 23, 2026Posted inTechNo Comments
OPC Foundation ends OPC UA 1.03 certification at end of 2026. What 1.04/1.05 changed (ECC, JSON, roles, GDS) and how to migrate your products.
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OpenPLC Runtime v4 vs v3: What Changed and How to Migrate (2026)

OpenPLC Runtime v4 vs v3: What Changed and How to Migrate (2026)

Posted by By MPRAUTO MPRAUTO September 23, 2026Posted inTechNo Comments
OpenPLC v3 is end-of-life. Compare v4 vs v3 architecture, REST/JWT API, plugins (Modbus, OPC UA, EtherCAT, S7), retain in v4.2 and a migration plan.
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Eclipse 4diac 3.3: EtherCAT, Event Sequence View, and Headless Validation for IEC 61499

Eclipse 4diac 3.3: EtherCAT, Event Sequence View, and Headless Validation for IEC 61499

Posted by By MPRAUTO MPRAUTO September 20, 2026Posted inTechNo Comments
4diac 3.3 shipped 9 Sept 2026: core EtherCAT in FORTE, an Event Sequence view, and headless OCL validation. What changes for IEC 61499 teams.
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Software-Defined Manufacturing: The Virtual PLC and Container-Based Control in 2026

Software-Defined Manufacturing: The Virtual PLC and Container-Based Control in 2026

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted iniiotNo Comments
Why software-defined manufacturing and the virtual PLC are reshaping the plant floor in 2026: containerized control, real-time Linux, IEC 61499, and vendor moves.
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Ignition vs Wonderware vs FactoryTalk: 2026 SCADA Comparison

Ignition vs Wonderware vs FactoryTalk: 2026 SCADA Comparison

Posted by By MPRAUTO MPRAUTO June 3, 2026Posted iniiot1 Comment
Head-to-head SCADA comparison — Ignition 8.3, AVEVA System Platform (Wonderware), and FactoryTalk View. Architecture, licensing, edge, and TCO.
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PLC vs SCADA: Architecture, Roles, and How They Work Together (2026)

PLC vs SCADA: Architecture, Roles, and How They Work Together (2026)

Posted by By mprcba May 28, 2026Posted iniiotNo Comments
PLC vs SCADA explained — control loops vs supervisory, network architecture, IEC 61131-3 vs HMI runtime, with a decision matrix for greenfield plants.
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Posts pagination

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  • gRPC vs REST vs GraphQL vs Connect: API Protocol Comparison 2026
  • Time-Series Database Internals: InfluxDB 3, TimescaleDB, and QuestDB Under the Hood
  • CoAP Protocol Deep Dive: Constrained Application Protocol for Low-Power IoT in 2026
  • IoT Device Monitoring: Observability Architecture, Metrics and Fleet Management (2026)
  • Xiaomi MiMo V2.6 Pro Explained: Open Weights, Architecture and Benchmarks
  • AVEVA and Snowflake: IT/OT Data Unification Architecture for Industrial AI
  • PostgreSQL 19 Release Guide: Logical Replication, WAL Level and Upgrade Plan
  • Kubernetes 1.37 Memory QoS and Pod-Level Resource Managers Beta Explained
  • Kubernetes 1.37 Pod Certificates and Cluster Trust Bundles GA: Workload Identity Guide
  • Kubernetes 1.37 HPA Scale-to-Zero Beta vs KEDA and Knative
  • Cognition SWE-2 Explained: Frontier Code Benchmark Results and Cost Trade-offs
  • OpenAI Agents API Public Beta: Managed Sandboxes vs Self-Hosted Agent Runtimes
  • Meta Muse and Muse Code: Personal Agent Architecture and Pricing Explained
  • Grok 4.7 Explained: xAI Architecture, CursorBench Results and Pricing
  • Tencent Hy4 Explained: 770B MoE, Sherry Quantization and Open Weights
  • DeepSeek V4.1 Flash Explained: MoE Architecture, KV Cache, Benchmarks
  • GPU Memory Physics: DRAM vs SRAM, Kernel Fusion and FlashAttention (Series Part 3)
  • GPU Kernel Engineering: Why C = A + B Is Not Enough (Series Part 2)
  • GPU Parallelism Explained: SM, Block, Warp and Thread Hierarchy (Series Part 1)
  • The Memory Wall in 2026: Optical Interconnect, LPDDR6 and Physical AI
  • Bitget $387.5M Breach: Third-Party Zero-Day and Exchange Security Architecture
  • AI Data Center Power: Behind-the-Meter, Nuclear PPAs and Grid Architecture
  • Hailo-10H vs Jetson Orin Nano: Edge AI Accelerator Comparison for 2026
  • PROFINET vs EtherCAT vs OPC UA FX with TSN: The 2026 Deterministic Ethernet Decision
  • Visual Components FactoryLens: NVIDIA-Powered Industrial Digital Twins Explained
  • AI-Generated Code in CI/CD: Guardrails for a DevSecOps Pipeline
  • AI Agent Audit Logging and Identity: Lessons From the OpenAI Agent Access Incident
  • AMD Ryzen AI Max+ Pro 400: Local LLM Inference on Workstations Explained
  • Open Standard OUSD Stablecoin: Architecture, Reserves, Multi-Chain Design
  • OpenAI Distillation Campaign: How CoT Extraction Works and How to Defend
  • Cohere Embed 5 Pro Explained: Architecture, Benchmarks, Pricing for RAG
  • KServe vs Ray Serve vs BentoML: Model Serving on Kubernetes ADR
  • LLM-Generated PLC Code: Safety, Verification and Guardrails
  • From OPC UA to Digital Twin: Time-Series Ingestion Architecture
  • Instant Payments Fraud Architecture: Real-Time Risk Scoring at Rail Speed
  • AI Agent Evaluation Harness: Trajectory Evals in Production
  • Hybrid Search and Reranking for Production RAG: An ADR
  • Argo Rollouts vs Flagger: Progressive Delivery ADR for 2026

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