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Posts by MPRAUTO MPRAUTO

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  • MPRAUTO MPRAUTO
  • Page 14
About MPRAUTO MPRAUTO
Asset Administration Shell: Industry 4.0 Submodels Guide

Asset Administration Shell: Industry 4.0 Submodels Guide

Posted by By MPRAUTO MPRAUTO April 23, 2026Posted inDigital TwinNo Comments
AAS architecture — how Asset Administration Shell submodels, IDTA specs, and Industry 4.0 digital nameplates standardize digital twins across OEMs, PLCs, and ERP systems.
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ISO 19650 BIM for Digital Twins in Construction: Data Model Guide

ISO 19650 BIM for Digital Twins in Construction: Data Model Guide

Posted by By MPRAUTO MPRAUTO April 23, 2026Posted inDigital TwinNo Comments
How ISO 19650 BIM standards feed construction digital twins — CDE architecture, IFC 4.3 data models, and the handover from design BIM to operational asset twin.
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Embedding Models Benchmark 2026: OpenAI vs Cohere vs Voyage vs BGE

Embedding Models Benchmark 2026: OpenAI vs Cohere vs Voyage vs BGE

Posted by By MPRAUTO MPRAUTO April 23, 2026Posted inAINo Comments
Hands-on 2026 embedding benchmark — OpenAI text-embedding-3-large, Cohere Embed v3, Voyage-3, and BGE-M3 compared on MTEB-Retrieval, cost-per-million, and latency.
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Anthropic Model Context Protocol (MCP): The 2026 Architecture Deep Dive

Anthropic Model Context Protocol (MCP): The 2026 Architecture Deep Dive

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inAINo Comments
Complete MCP architecture guide — JSON-RPC transport, capabilities negotiation, tool discovery, server design, security model, and production patterns.
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Apple On-Device AI 2026: Neural Engine, Private Cloud Compute Architecture

Apple On-Device AI 2026: Neural Engine, Private Cloud Compute Architecture

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inAINo Comments
How Apple Intelligence works — A19 Neural Engine, Private Cloud Compute, attested ML servers, model routing, and the privacy-preserving AI architecture.
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Fact-Check: Viral ‘AGI in 2026’ Videos vs What Frontier Models Actually Do

Fact-Check: Viral ‘AGI in 2026’ Videos vs What Frontier Models Actually Do

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inAINo Comments
Fact-check of viral AGI countdown videos — what frontier models like GPT-5 and Claude Opus 4.6 actually do, where they fail, and the real 2026 timeline.
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TimescaleDB Hypertables Deep Dive: Chunks, Compression, Continuous Aggregates

TimescaleDB Hypertables Deep Dive: Chunks, Compression, Continuous Aggregates

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inArchitectureNo Comments
Complete TimescaleDB hypertables guide — chunk architecture, columnar compression, continuous aggregates, retention, and production tuning patterns.
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Cilium eBPF Service Mesh: L3-L7 Networking, Observability, Security 2026

Cilium eBPF Service Mesh: L3-L7 Networking, Observability, Security 2026

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inKubernetesNo Comments
Complete Cilium service mesh guide — eBPF datapath, Envoy integration, L7 policies, Hubble observability, and sidecarless vs Istio trade-offs.
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Production MQTT Cluster with EMQX on Kubernetes: Complete Tutorial 2026

Production MQTT Cluster with EMQX on Kubernetes: Complete Tutorial 2026

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted iniiotNo Comments
Hands-on tutorial for a production EMQX MQTT cluster — Helm install, node mesh, persistence, TLS, metrics, load testing, and HA failover patterns.
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AlphaFold 3 Architecture: Diffusion-Based Protein Structure Prediction 2026

AlphaFold 3 Architecture: Diffusion-Based Protein Structure Prediction 2026

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inScienceNo Comments
Deep AlphaFold 3 explainer — Pairformer, diffusion decoder, joint structure for proteins + ligands + nucleic acids, accuracy benchmarks, and limitations.
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Posts pagination

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  • How CMOS Image Sensors Actually Work: Photons to Pixels (2026)
  • AlphaFold 3 Protein-Ligand Co-Folding: Architecture & Use Cases
  • AMD MI400 Instinct Architecture for AI Training (2026)
  • TWAP Execution Algorithm Architecture: Design & Slippage (2026)
  • Apache Pulsar Geo-Replication Architecture for Multi-Region (2026)
  • OpenTelemetry Collector Architecture: Pipelines, Processors, Exporters
  • Kubernetes vs Nomad for Edge Workloads: Decision Matrix (2026)
  • LLM Tokenization Deep Dive: BPE, SentencePiece, Tiktoken (2026)
  • Aras Innovator Architecture: Open-Source PLM Reference (2026)
  • Fact-Check: 6 Industrial IoT ROI Claims That Don’t Survive Audit
  • Claude 4.6 Agent Tool Use Patterns for Production (2026)
  • Tesla Optimus Gen 3 Architecture: Compute, Battery, Actuators
  • IEC 61850 Substation Automation: GOOSE, MMS, Sampled Values (2026)
  • Emergent Abilities in LLMs: What Scales, What’s a Mirage (2026)
  • Kling O1 (Updated 2026): Unified AI Video Model for Editing
  • Kling AI: The Video Model Taking on Sora and Veo (2026)
  • Digital Twin Components: Anatomy of a Production Twin (2026)
  • How Heat Pumps Actually Work (and Why They Beat 100%)
  • mRNA Beyond Vaccines: Programmable Therapeutics Explained
  • Silicon Photonics & Co-Packaged Optics: 2026 Analysis
  • ISO 20022 Migration: A Payments Architecture Guide (2026)
  • OpenTofu in Production: Migrating from Terraform (2026)
  • Istio Ambient Mesh vs Linkerd: Service Mesh ADR (2026)
  • MoveIt 2 vs Tesseract: Robot Motion Planning Compared
  • KV Cache Optimization for LLM Inference: A Deep Dive
  • The Digital Thread in PLM: Architecture & Implementation
  • Fact-Check: 6 Digital Twin Claims That Break in Production
  • Mixture-of-Experts (MoE) LLM Architecture Explained (2026)
  • NVIDIA Jetson Thor: Humanoid Robot Compute Architecture
  • Digital Twins in Oil & Gas: Offshore Predictive Maintenance
  • NVIDIA L4 + VMware for AI Inference (2026 Update)
  • DMZ and Port Forwarding: Secure Remote Access Architecture
  • The IoT Protocol Stack: A Modular Architecture Guide (2026)
  • Vehicle-to-Infrastructure (V2I): Architecture & Implementation
  • How Lithium-Ion Batteries Work (and Why They Catch Fire)
  • AlphaFold 3 and Protein Structure Prediction Explained
  • Why Hyperscalers Build Custom AI Chips (2026 Analysis)
  • Order Management System Architecture for Trading (2026)
  • OpenTelemetry for Industrial IoT Observability (2026)

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