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

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

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inKubernetesNo 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.
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Sidecar vs eBPF Service Mesh: An ADR for 2026 Production Workloads

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

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inKubernetesNo 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.
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Q2 2026 Open-Source Embedding Models Benchmark: BGE, GTE, E5, Stella, Nomic

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

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inAINo 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.
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RAG Over CAD and BOM: Reference Architecture for PLM Knowledge Retrieval

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

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inAINo 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.
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Why Industrial AI Pilots Fail in 2026 — The Data Maturity Problem

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

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted iniiotNo 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.
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OPC UA PubSub over MQTT 5: A Production Implementation Tutorial

OPC UA PubSub over MQTT 5: A Production Implementation Tutorial

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted iniiotNo 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.
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UNS vs Data Mesh vs Data Fabric for Industrial Data (2026)

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

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted iniiotNo Comments
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.
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Sparkplug B 3.0 Edge of Network Architecture: Production Reference

Sparkplug B 3.0 Edge of Network Architecture: Production Reference

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted iniiotNo Comments
Sparkplug B 3.0 edge of network architecture for production IIoT — topic namespaces, primary/secondary hosts, store-and-forward, MQTT 5 mapping, and 2026 deployment patterns.
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Azure IoT Akri: Kubernetes Resource Interface Deep Dive (Updated 2026)

Azure IoT Akri: Kubernetes Resource Interface Deep Dive (Updated 2026)

Posted by By mprcba May 16, 2026Posted inKubernetesNo Comments
Azure IoT Akri turns leaf devices into Kubernetes resources — discovery handlers, brokers, instance lifecycle, and a 2026 production setup walkthrough on AKS Edge Essentials.
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Industrial Robotic Systems Architecture: Future Reference (2026)

Industrial Robotic Systems Architecture: Future Reference (2026)

Posted by By mprcba May 16, 2026Posted inTechNo Comments
Industrial robotic systems architecture for 2026 — ROS 2 Jazzy fleets, foundation models for robots, VLA stacks, sim-to-real, and a reference architecture for factories shipping today.
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Posts pagination

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  • Space Debris Tracking and Conjunction Assessment Architecture (2026)
  • Engineering Change Management Architecture: ECR to ECO in PLM (2026)
  • Collateral and Margin Management Architecture for Derivatives (2026)
  • Post-Quantum Cryptography Migration: A Crypto-Agility ADR (2026)
  • Inkling Explained: Thinking Machines Lab’s 975B Open-Weights MoE (2026)
  • Reasoning-Effort Control in LLM Serving: Thinking Budgets (2026)
  • PackML and the ISA-TR88 Machine State Model Architecture (2026)
  • Scientific Foundation Models for Chemistry, Materials, and Biology (2026)
  • Real-Time Treasury and Intraday Liquidity Architecture (2026)
  • Kubernetes GPU Sharing: MIG, Time-Slicing, and MPS (2026)
  • Prefill/Decode Disaggregation for LLM Serving: Architecture (2026)
  • Kimi K3 Explained: Architecture, Benchmarks, and Deployment (2026)
  • Kubernetes Policy as Code: Kyverno vs OPA Gatekeeper (2026)
  • LwM2M IoT Device Management Architecture (2026)
  • Laboratory Automation Orchestration: SiLA 2 and Lab-as-Code (2026)
  • Payment Orchestration Platform Architecture (2026)
  • Continuous Batching for LLM Inference: Architecture and Throughput (2026)
  • GLM-5.2 Explained: Architecture, Benchmarks, and Deployment (2026)
  • IoT Device Identity and Attestation Architecture (2026)
  • ML Interatomic Potentials: Simulation-in-the-Loop Discovery (2026)
  • Agentic Payments Architecture: How AI Agents Pay Safely (2026)
  • OpenTelemetry Logs: Unified Telemetry Pipeline Architecture (2026)
  • LLM Model Routing Architecture: Cost and Quality at Scale (2026)
  • Grok 4.20 Explained: Architecture, Benchmarks, and Deployment (2026)
  • AI for Science Landscape 2026: Periodic Labs, Lila Sciences, and the Self-Driving-Lab Race
  • The Autonomous Materials-Discovery Pipeline: Closed-Loop Synthesis and Characterization (2026)
  • The AI Scientist Architecture: LLM Planners That Generate Hypotheses and Dispatch Experiments (2026)
  • Bayesian Optimization for Autonomous Experiments: The Planner Inside a Self-Driving Lab (2026)
  • The Experimental-Data Moat: Why AI Labs Are Building Robots to Make Their Own Data (2026)
  • Self-Driving Lab Architecture: The Closed Loop That Runs Experiments (2026)
  • Kimi K2 Explained: Architecture, Training, and Benchmarks (2026)
  • LLM Semantic Caching Architecture: Cut Inference Cost and Latency (2026)
  • TwinOps: The Operational Lifecycle Architecture for Digital Twins (2026)
  • Card Tokenization and the PCI DSS Vault: A Payment Security Architecture (2026)
  • Kubernetes In-Place Pod Resize: Rightsizing Without Restarts (2026)
  • Small Language Models on Device: Edge Inference Architecture (2026)
  • Google Gemini 3.5 Pro Explained: Architecture, Benchmarks, and 2M Context (2026)
  • Airflow vs Dagster vs Prefect: Data Orchestration Compared (2026)
  • Ledger Database Architecture: Double-Entry Accounting at Scale (2026)

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