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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Llama 4 vs DeepSeek V3 vs Claude Sonnet: Industrial-Reasoning Benchmark (2026)

Llama 4 vs DeepSeek V3 vs Claude Sonnet: Industrial-Reasoning Benchmark (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inAINo Comments
Reproducible 2026 benchmark — Llama 4, DeepSeek V3, and Claude Sonnet 4 on industrial reasoning tasks (RAG, OPC UA Q&A, root-cause). Methodology + charts.
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GraphRAG + Hybrid Retrieval: The Knowledge-Graph Pattern (2026)

GraphRAG + Hybrid Retrieval: The Knowledge-Graph Pattern (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inAINo Comments
Applied 2026 pattern — GraphRAG combined with hybrid retrieval (BM25+vector) on enterprise knowledge graphs: when it wins, when it doesn't, with code.
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GraphRAG + Hybrid Retrieval: The Knowledge-Graph Pattern (2026)

GraphRAG + Hybrid Retrieval: The Knowledge-Graph Pattern (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inAINo Comments
Applied 2026 pattern — GraphRAG combined with hybrid retrieval (BM25+vector) on enterprise knowledge graphs: when it wins, when it doesn't, with code.
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Omniverse Replicator: Synthetic Data for Industrial AI (2026)

Omniverse Replicator: Synthetic Data for Industrial AI (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted iniiotNo Comments
Why NVIDIA Omniverse Replicator is becoming the default synthetic-data pipeline for industrial AI in 2026 — pipelines, domain randomization, ROI.
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Implementing OPC UA Companion Specs: Hands-On Tutorial (2026)

Implementing OPC UA Companion Specs: Hands-On Tutorial (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted iniiotNo Comments
Hands-on 2026 tutorial — implementing OPC UA companion specifications (Machinery, Pumps) on open62541 with full server and client code.
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Implementing OPC UA Companion Specs: Hands-On Tutorial (2026)

Implementing OPC UA Companion Specs: Hands-On Tutorial (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted iniiotNo Comments
Hands-on 2026 tutorial — implementing OPC UA companion specifications (Machinery, Pumps) on open62541 with full server and client code.
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TSN vs 5G URLLC: Deterministic Networking on the Factory Floor (2026)

TSN vs 5G URLLC: Deterministic Networking on the Factory Floor (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted iniiotNo Comments
TSN vs 5G URLLC compared for deterministic factory networking in 2026 — jitter, scheduling, integration cost, profiles, and a decision matrix.
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Zenoh for Industrial IoT: Reference Architecture (2026)

Zenoh for Industrial IoT: Reference Architecture (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted iniiotNo Comments
2026 reference architecture for Zenoh in industrial IoT — routers, peers, storages, ROS2 bridge, MQTT/DDS interoperability, and capacity planning.
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Iceberg vs Delta vs Hudi for Industrial Lakehouse: 2026 ADR

Iceberg vs Delta vs Hudi for Industrial Lakehouse: 2026 ADR

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted inTechNo Comments
ADR-style 2026 guide picking between Apache Iceberg, Delta Lake, and Apache Hudi for industrial IoT data lakehouse — trade-offs and decision matrix.
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vLLM vs SGLang vs TensorRT-LLM: H100 Benchmark (2026)

vLLM vs SGLang vs TensorRT-LLM: H100 Benchmark (2026)

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted inAINo Comments
Reproducible 2026 benchmark of vLLM, SGLang, and TensorRT-LLM on H100 for Llama 70B and Mixtral — methodology, throughput, TTFT, recommendations.
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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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