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.
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.
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.
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.
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.
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.
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.
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.
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.
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.