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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
How Maglev Trains Actually Work: The Physics (2026)

How Maglev Trains Actually Work: The Physics (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inScienceNo Comments
2026 deep dive — how maglev trains actually levitate, propel, and steer: EMS vs EDS, SCMaglev superconductors, guidance, and why they're still niche.
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Quantum Sensing in MRI: How SQUID Magnetometers Work (2026)

Quantum Sensing in MRI: How SQUID Magnetometers Work (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inScienceNo Comments
Research explainer 2026 — SQUID magnetometers and NV-center quantum sensors are quietly rewriting MRI and magnetoencephalography. How and why.
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TSMC A14 vs Intel 14A: The 1.4nm Foundry Race (2026)

TSMC A14 vs Intel 14A: The 1.4nm Foundry Race (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inTechNo Comments
2026 analysis — TSMC A14 vs Intel 14A: High-NA EUV, customer commitments, yield rumours, and what the 1.4nm race means for AI chip economics.
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FIX Protocol Modernization: Binary FIX & SBE Architecture (2026)

FIX Protocol Modernization: Binary FIX & SBE Architecture (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inTechNo Comments
2026 system design — modernizing FIX trading infrastructure with FIXP, Simple Binary Encoding, and asynchronous order-flow architectures.
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KubeEdge in Production: Architecture & Tutorial (2026)

KubeEdge in Production: Architecture & Tutorial (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inTechNo Comments
Deep dive 2026 — KubeEdge production architecture: CloudCore vs EdgeCore, device twin, MQTT bridge, real-deployment lessons, and a working tutorial.
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Cilium vs Calico for Industrial Kubernetes Networking — ADR (2026)

Cilium vs Calico for Industrial Kubernetes Networking — ADR (2026)

Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inTech2 Comments
ADR-style decision in 2026 — Cilium vs Calico for industrial Kubernetes networking: eBPF, BGP, encryption, observability, identity, and the call.
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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 inDevelopmentNo Comments
Llama 4 vs DeepSeek V3 vs Claude Sonnet: Industrial-Reasoning Benchmark (2026) - updated November 2026 with verified facts, diagrams and FAQ.
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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 inDevelopmentNo Comments
GraphRAG + Hybrid Retrieval: The Knowledge-Graph Pattern (2026) - updated November 2026 with verified facts, diagrams and FAQ.
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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 iniiot1 Comment
Hands-on 2026 tutorial — implementing OPC UA companion specifications (Machinery, Pumps) on open62541 with full server and client code.
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Posts pagination

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  • OpenTelemetry GenAI Semantic Conventions: Tracing LLM Calls, Agents, Tokens and Cost (2026)
  • ROS 2 QoS Profiles and DDS Tuning: Reliability, Durability, Deadline and Lifespan over Lossy Wi-Fi (2026)
  • Apache Arrow Flight SQL for High-Throughput Telemetry: Columnar Zero-Copy vs gRPC vs MQTT (2026)
  • ChirpStack LoRaWAN Network Server Architecture: Gateway Bridge, ADR, Multicast and FUOTA (Self-Hosted, 2026)
  • CBOR vs Protobuf vs MessagePack vs FlatBuffers: Encoding IoT Payloads on Constrained Devices (nanopb, CDDL, COSE) (2026)
  • Kubernetes In-Place Pod Resize: Vertical Scaling Without Restarts, VPA, cgroups and QoS (2026)
  • Model Cards, Datasheets and ML-BOM (CycloneDX): AI Supply-Chain Provenance and EU AI Act Documentation (2026)
  • RAG Retrieval Evaluation: Recall@k, nDCG, MRR, Golden Sets and RAGAS in a CI Pipeline (2026)
  • 800V DC Power for AI Data Centers: Solid-State Transformers, Rack Architecture and Efficiency Math (2026)
  • Vehicle Signal Specification (VSS) and Eclipse Kuksa: Software-Defined Vehicle Data Layer Architecture (2026)
  • Rust Embedded for IoT Firmware: Embassy Async vs Zephyr vs FreeRTOS on Cortex-M (2026)
  • WebGPU In-Browser LLM Inference: WebLLM, WGSL Kernels, VRAM Limits and When It Beats WASM (2026)
  • LLM Gateways Compared: LiteLLM vs Portkey vs Kong AI Gateway vs Cloudflare AI Gateway (2026)
  • Managed Kubernetes in 2026: EKS vs GKE vs AKS on Networking, Upgrades, Autoscaling and Cost
  • Co-Simulation Master Algorithms: Jacobi vs Gauss-Seidel, SSP and Algebraic Loops for Digital Twins (2026)
  • SROS2: ROS 2 Security with DDS-Security, Enclaves, Certificates and Access Control Policies (2026)
  • SLH-DSA vs ML-DSA vs FN-DSA: Post-Quantum Firmware Signing and Secure Boot for IoT (2026)
  • A/B Testing for ML Systems: CUPED, Sequential Testing, Interleaving and Contextual Bandits (2026)
  • Vitess vs Citus vs CockroachDB: Horizontal Sharding Architecture for MySQL and PostgreSQL (2026)
  • Distributed Locks, Leases and Fencing Tokens: Redlock Critique and etcd/ZooKeeper Correctness (2026)
  • Confidential VMs: Intel TDX vs AMD SEV-SNP vs Arm CCA and Remote Attestation Architecture (2026)
  • GPU Sharing on Kubernetes: NVIDIA MIG vs MPS vs Time-Slicing vs vGPU for Multi-Tenant Inference (2026)
  • LLM Prefix Caching: RadixAttention vs vLLM Automatic Prefix Caching and KV Cache Reuse (2026)
  • Requirements Management in PLM: ReqIF, DOORS vs Jama vs Polarion and End-to-End Traceability (2026)
  • Large-Scale Digital Twin Visualization: 3D Tiles, Cesium, Point Cloud Streaming and LOD Architecture (2026)
  • TSN Time-Aware Shaper (IEEE 802.1Qbv): Gate Control List Scheduling for Deterministic Industrial Ethernet (2026)
  • ISA-88 Batch Control: Recipe Management, the Physical and Procedural Models, and MES/Digital Twin Integration (2026)
  • Kubernetes Default-Deny Network Policy: Microsegmentation Rollout with Cilium vs Calico (2026)
  • Spot and Preemptible Instance Architecture: Interruption-Tolerant Kubernetes, GPU Training and Checkpointing (2026)
  • Multi-LoRA Serving Architecture: Serving Hundreds of Fine-Tuned Adapters on One GPU with vLLM and S-LoRA (2026)
  • Offline Batch LLM Inference Architecture: Provider Batch APIs vs Self-Hosted vLLM on Cost and Throughput (2026)
  • Semantic Layer for LLM Analytics: MetricFlow vs Cube, Governed Metrics and Text-to-SQL That Does Not Lie (2026)
  • Marketplace Payments Architecture: Split Payments, Payouts, Escrow and KYB for Connected Accounts (2026)
  • Portfolio Optimization Engine: Mean-Variance, Black-Litterman, Risk Parity and Covariance Shrinkage (2026)
  • Yield Curve Construction Engine: Bootstrapping OIS/SOFR Curves, Interpolation and Real-Time Risk (2026)
  • Genesis vs MuJoCo Playground vs Isaac Lab: GPU Robot Simulation for Sim-to-Real (2026)
  • NERC CIP and IEC 62443 Mapping: OT Security Compliance for Electric Utilities (2026)
  • IFC 4.3 and openBIM for Digital Twins: Connecting BIM Models to Live IoT Data (2026)
  • Koopman Operator and SINDy for Digital Twins: Data-Driven System Identification (2026)

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