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Posts by MPRAUTO MPRAUTO

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  • Page 42
About MPRAUTO MPRAUTO
Hyperscaler Capex Wars 2026: AI Compute Reshapes Cloud Economics

Hyperscaler Capex Wars 2026: AI Compute Reshapes Cloud Economics

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inBusinessNo Comments
The 2026 hyperscaler capex wars — Microsoft, Amazon, Google, Meta, Oracle spending breakdowns, GPU vs ASIC strategies, power constraints, and the new cloud unit economics.
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Geometric Deep Learning for Materials Discovery: GNoME, MatterGen, 2026 SOTA

Geometric Deep Learning for Materials Discovery: GNoME, MatterGen, 2026 SOTA

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inScienceNo Comments
Geometric deep learning for materials discovery in 2026 — GNoME, MatterGen, equivariant GNNs, the inverse design problem, and where ML-driven materials science actually ships.
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How Atomic Clocks Actually Work: From Quantum Resonance to GPS

How Atomic Clocks Actually Work: From Quantum Resonance to GPS

Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inScienceNo Comments
How atomic clocks actually work — cesium hyperfine transitions, optical lattice clocks, what makes them so accurate, and why GPS and the internet depend on them.
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WebAssembly at the Edge: WASI Preview 3 Runtime Architecture (2026)

WebAssembly at the Edge: WASI Preview 3 Runtime Architecture (2026)

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted inDevelopmentNo Comments
WebAssembly at the edge with WASI Preview 3 — async, components, capability-based security, and a 2026 reference architecture for sub-millisecond cold-starts on IoT gateways.
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DDS vs MQTT vs OPC UA: Industrial Messaging Protocol Comparison (2026)

DDS vs MQTT vs OPC UA: Industrial Messaging Protocol Comparison (2026)

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted iniiotNo Comments
DDS vs MQTT vs OPC UA in 2026 — QoS, discovery, security, broker vs brokerless, and a decision matrix for picking the right industrial messaging protocol by use case.
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Time-Sensitive Networking (TSN): IEEE 802.1Q Architecture Guide

Time-Sensitive Networking (TSN): IEEE 802.1Q Architecture Guide

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted inNetworkNo Comments
Time-Sensitive Networking architecture — IEEE 802.1Qbv scheduling, 802.1AS time sync, 802.1Qbu preemption, CNC/CUC roles, and a 2026 deployment blueprint for OT factories.
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Federated Learning for IoT: FedAvg, FedProx, and Privacy Architecture

Federated Learning for IoT: FedAvg, FedProx, and Privacy Architecture

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted inAINo Comments
Federated learning for IoT — FedAvg vs FedProx vs FedOpt aggregation, secure aggregation, differential privacy budgets, and a 2026 deployment blueprint for edge fleets.
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GitOps for Industrial Fleets: ArgoCD vs Flux Production Tutorial

GitOps for Industrial Fleets: ArgoCD vs Flux Production Tutorial

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted inKubernetesNo Comments
GitOps for industrial fleets in 2026 — ArgoCD vs Flux step-by-step, ApplicationSets for thousands of edges, sync waves, and how to handle disconnected sites and rollbacks.
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MQTT 5.0 Features Deep-Dive: Shared Subs, Topic Aliases, Flow Control

MQTT 5.0 Features Deep-Dive: Shared Subs, Topic Aliases, Flow Control

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted iniiotNo Comments
MQTT 5.0 features that actually move the needle — shared subscriptions, topic aliases, flow control, user properties, reason codes, and the 2026 production patterns to use them.
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Digital Twin Standards: ISO 23247 vs ISO/IEC 30173 vs DTC Reference

Digital Twin Standards: ISO 23247 vs ISO/IEC 30173 vs DTC Reference

Posted by By MPRAUTO MPRAUTO April 29, 2026Posted inDigital TwinNo Comments
Digital twin standards in 2026 — ISO 23247, ISO/IEC 30173, the Digital Twin Consortium reference, ISA-95 mappings, and how to pick the right standard for your domain.
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Posts pagination

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  • vLLM vs SGLang vs TensorRT-LLM in 2026: The Serving Engine Pick
  • OpenAI o3 and o4-mini Explained: The Reasoning-Model Lineage (2026)
  • pgvector vs Qdrant vs LanceDB: On-Prem RAG Vector Search (2026)
  • OTLP vs Prometheus Remote Write: The 2026 Metrics Pipeline Decision
  • TensorRT-LLM vs llama.cpp on Jetson: Throughput, VRAM & Setup (2026)
  • INT4 vs INT8 vs FP8 on Edge NPUs: The 2026 Quantization Trade-off
  • Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026)
  • PROFINET vs EtherCAT vs OPC UA FX+TSN: The 2026 Deterministic Ethernet Decision
  • K3s at the Edge: A Production Kubernetes Guide for 2026
  • ArgoCD vs Flux for GitOps at Scale: An Architecture Decision Record
  • Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough
  • OPC UA vs MQTT Sparkplug B: The Industrial Connectivity Decision (2026)
  • Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026
  • Ollama vs LM Studio vs Jan (2026): Local LLM Runner Compared
  • containerd vs CRI-O (2026): Kubernetes Runtime Decision Guide
  • Podman vs Docker (2026): Rootless, Daemonless & Compose Tested
  • Karpenter vs Cluster Autoscaler (2026): GPU Node Scaling & Cost
  • ONNX vs TFLite vs ExecuTorch vs Core ML (2026): Edge Format Pick
  • Hailo-10H vs Jetson Orin Nano (2026): Same CV Workload Tested
  • ROS 2 Kilted to Lyrical Luth Migration (2026): What Breaks & Fixes
  • LangGraph vs CrewAI vs Pydantic-AI vs Agents SDK (2026): Which to Pick
  • MACE vs MatterSim vs Orb (2026): ML Interatomic Potentials
  • MCP Server Frameworks (2026): FastMCP vs Official SDK
  • NATS JetStream vs Kafka (2026): Edge & IIoT Telemetry ADR
  • On-Device LLM Runtimes (2026): llama.cpp vs MLC vs ONNX
  • Jetson Thor vs Hailo-10H vs Coral (2026): Edge Inference Pick
  • Digital Product Passport Data Model (2026): GS1 vs AAS vs Custom
  • OPC UA FX vs MQTT Sparkplug B (2026): Which for Your UNS
  • AI Plasma Control for Tokamak Fusion: Reinforcement Learning (2026)
  • Diffusion Policy for Robot Manipulation: Imitation Learning (2026)
  • Request to Pay and Account-to-Account Payments: An Architecture (2026)
  • Kubernetes Secrets Management with External Secrets Operator (2026)
  • LLM Function Calling and Tool Use: A Production Architecture (2026)
  • Grok 4.5 Explained: Architecture, Benchmarks and Deployment (2026)
  • Brain-Computer Interface Neural Decoding Architecture (2026)
  • 6-DoF Grasp Detection: Robotic Manipulation Architecture (2026)
  • Network Tokenization Architecture for Card Payments (2026)
  • Durable Execution Architecture: Temporal, Restate and DBOS (2026)
  • ColPali and Visual Document Retrieval: Late-Interaction RAG (2026)

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