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Ignition 8.1 vs 8.3: 2026 Migration Guide Update

Ignition 8.1 vs 8.3: 2026 Migration Guide Update

Posted by By MPRAUTO MPRAUTO September 25, 2026Posted iniiotNo Comments
Ignition 8.3.9 (Aug 2026) fixes real 8.1-to-8.3 upgrade bugs: SMTP settings loss, alarm-journal filters, MQTT module bumps, and more. What to check before you upgrade.
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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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Gateway API v1.6 TCPRoute and UDPRoute vs LoadBalancer Services and Vendor CRDs

Gateway API v1.6 TCPRoute and UDPRoute vs LoadBalancer Services and Vendor CRDs

Posted by By MPRAUTO MPRAUTO September 21, 2026Posted inTech1 Comment
Gateway API v1.6 graduates TCPRoute and UDPRoute to Standard and v1. What that means for MQTT, Postgres and DNS traffic you used to route with vendor CRDs.
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Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026)

Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026)

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiot3 Comments
Sparkplug B 3.0 vs plain MQTT topic design in 2026: a decision guide on when the extra schema, state, and tooling actually pay off.
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Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026

Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiot4 Comments
The Unified Namespace reference architecture for industrial IoT in 2026: MQTT Sparkplug B backbone, ISA-95 mapping, and rollout patterns.
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Apache PLC4X Tutorial: Stream PLC Tags to MQTT and Kafka

Apache PLC4X Tutorial: Stream PLC Tags to MQTT and Kafka

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inDevelopment1 Comment
A hands-on Apache PLC4X tutorial: read PLC tags over Modbus and S7, bridge them to MQTT and Kafka, and build a vendor-neutral industrial data pipeline.
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Zenoh vs MQTT vs DDS for Robotics Middleware (2026)

Zenoh vs MQTT vs DDS for Robotics Middleware (2026)

Posted by By MPRAUTO MPRAUTO June 9, 2026Posted inTechNo Comments
An engineer's 2026 comparison of Zenoh, MQTT, and DDS for robotics middleware: latency, discovery, QoS, edge fit, and a decision matrix.
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ThingsBoard IoT Platform Tutorial: Devices to Dashboards

ThingsBoard IoT Platform Tutorial: Devices to Dashboards

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted iniotNo Comments
A hands-on 2026 ThingsBoard tutorial: provision devices over MQTT, build rule-engine pipelines, and ship a live telemetry dashboard, with working config.
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AMQP vs MQTT: Protocol Architecture Comparison for IoT & Enterprise

AMQP vs MQTT: Protocol Architecture Comparison for IoT & Enterprise

Posted by By mprcba June 6, 2026Posted iniiotNo Comments
AMQP vs MQTT head-to-head — frame structure, QoS guarantees, broker architecture, latency benchmarks, and a decision framework for choosing the right protocol.
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IIoT Edge Gateway Architecture: 2026 Patterns for Industrial Networks

IIoT Edge Gateway Architecture: 2026 Patterns for Industrial Networks

Posted by By MPRAUTO MPRAUTO June 3, 2026Posted iniiot2 Comments
Reference architecture for IIoT edge gateways in 2026 — protocol bridging, store-and-forward, edge ML, security zoning, and HA patterns.
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Posts pagination

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  • OpenThread and Border Routers: Thread Mesh Networking, 6LoWPAN, IPv6 and Matter Architecture (2026)
  • Hand-Eye Calibration for Robot Arms: Eye-in-Hand vs Eye-to-Hand, AX=XB and Practical Accuracy (2026)
  • LoRaWAN Adaptive Data Rate: Spreading Factors, Airtime, Duty Cycle and Network Capacity Planning (2026)
  • FX Pricing Engines: Streaming Quotes, Liquidity Aggregation, Skewing and Last Look Architecture (2026)
  • FX Pricing Engines: Streaming Quotes, Liquidity Aggregation, Skewing and Last Look Architecture (2026)
  • Fedwire, CHIPS and RTGS: Large-Value Payment System Architecture, Liquidity and Settlement Finality (2026)
  • Value-at-Risk and Expected Shortfall Engines: Historical Simulation, Monte Carlo and FRTB Architecture (2026)
  • Bazel and Monorepo Build Systems: Hermetic Builds, Remote Caching and Remote Execution (2026)
  • GitHub Actions at Scale: OIDC Federation, Reusable Workflows, Runner Controller and Supply-Chain Security (2026)
  • Kubernetes Cost Allocation with OpenCost: Showback, Chargeback and VPA Right-Sizing (2026)
  • Kubernetes Scheduler Internals: Topology Spread Constraints, Affinity and the Descheduler (2026)
  • MLflow 3: Experiment Tracking, Model Registry and GenAI Tracing for the ML Lifecycle (2026)
  • LLM Routing and Model Cascades: RouteLLM, FrugalGPT and the Cost-Quality Frontier (2026)
  • Inverse Kinematics for Robot Arms: Jacobians, Damped Least Squares, Singularities and Analytical Solvers (2026)
  • Terraform and IaC at Scale: State Management, Drift Detection and Safe Plan/Apply Pipelines (2026)
  • MQTT Store-and-Forward at the Edge: Offline Buffering, Broker Bridging and QoS Under Disconnects (2026)
  • The PLC Scan Cycle Explained: IEC 61131-3 Task Scheduling, Determinism and Jitter (2026)
  • Authorized Push Payment Fraud: Scam Detection Architecture, Behavioral Signals and Reimbursement Rules (2026)
  • ACH and NACHA Architecture: File Processing, Settlement Windows, Returns and Same-Day ACH (2026)
  • W3C Trace Context and Baggage: How Distributed Tracing Context Propagates Across Services and Queues (2026)
  • Envelope Encryption and Key Management: KMS, HSM, Key Rotation and Crypto-Shredding Architecture (2026)
  • PostgreSQL High Availability: Patroni, Streaming Replication, Failover and PITR (2026)
  • Kubernetes CPU Throttling: CFS Quota, cgroup v2 and the Limits-vs-Requests Latency Trap (2026)
  • ML Model Monitoring in Production: Data Drift, Concept Drift, PSI and KS Tests (2026)
  • LLM-as-a-Judge: Evaluation Bias, Calibration and Pairwise Rubrics for Production Evals (2026)
  • OEE Architecture: Calculating Overall Equipment Effectiveness from IIoT Data, MES and ISA-95 (2026)
  • Data Contracts and Schema Registries: Schema Evolution for Streaming and Lakehouse Pipelines (2026)
  • LoRaWAN FUOTA: Firmware Update Over the Air with Multicast, Fragmentation and Clock Sync (2026)
  • PayFac vs ISO vs Merchant of Record: Payment Facilitator Architecture, Underwriting and Settlement (2026)
  • EMV 3-D Secure 2 Architecture: Frictionless Flow, Risk-Based Authentication and Liability Shift (2026)
  • Kubernetes DNS and Service Discovery: CoreDNS, ndots:5 and the Latency Tax (2026)
  • Zero-Downtime Database Schema Migrations: Expand-Contract, gh-ost, pg-osc and Online DDL (2026)
  • Cache Stampede and Thundering Herd: Request Coalescing, TTL Jitter and Stale-While-Revalidate (2026)
  • Tail-Based Sampling with the OpenTelemetry Collector: Distributed Tracing Cost Control (2026)
  • Sim-to-Real Transfer for Robot Learning: Domain Randomization, System ID and Isaac Lab (2026)
  • Fine-Tuning Embedding Models for Retrieval: Contrastive Loss, Hard Negatives and Matryoshka (2026)
  • LLM Red Teaming and Jailbreak Defense: Garak, PyRIT and Guardrail Architecture (2026)
  • Retries, Backoff with Jitter, Circuit Breakers and Retry Budgets: Resilience Patterns (2026)
  • SOME/IP and Automotive Ethernet: Service-Oriented Architecture for the Software-Defined Vehicle (2026)

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