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Posts by MPRAUTO MPRAUTO

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  • MPRAUTO MPRAUTO
  • Page 96
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 inDevelopment1 Comment
Asset Administration Shell: Industry 4.0 Submodels Guide - updated November 2026 with verified facts, diagrams and FAQ.
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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 Twin2 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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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
Apple on-device AI in October 2026: third-generation Foundation Models, the open-source Foundation Models framework, M5 and A19 Pro, and PCC.
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Fact-Check: Viral AGI in 2026 Videos vs What Frontier Models Do

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

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inAI1 Comment
Fact-check of viral AGI in 2026 videos: what frontier models like GPT-6, Claude and Gemini actually do on benchmarks, agents and autonomy today.
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Sparkplug B 3.0 Protocol: The Complete Technical Guide for Unified Namespace

Sparkplug B 3.0 Protocol: The Complete Technical Guide for Unified Namespace

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted iniiot1 Comment
Sparkplug B 3.0 Protocol: The Complete Technical Guide for Unified Namespace - updated October 2026 with verified facts, diagrams and FAQ.
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Trino vs Presto vs Apache Spark: Lakehouse Query Engines Compared (2026)

Trino vs Presto vs Apache Spark: Lakehouse Query Engines Compared (2026)

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inDevelopmentNo Comments
Trino vs Presto vs Apache Spark for the lakehouse: MPP vs batch execution, latency, concurrency, Iceberg support, cost, and a decision matrix for query engines in 2026.
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TimescaleDB Internals: Hypertables, Chunks, Compression, and Continuous Aggregates (2026)

TimescaleDB Internals: Hypertables, Chunks, Compression, and Continuous Aggregates (2026)

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inDevelopment1 Comment
TimescaleDB internals explained: hypertables and chunk partitioning, columnar compression, continuous aggregates, retention, and tuning Postgres for time-series at scale.
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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 inDevelopment1 Comment
Cilium eBPF service mesh explained: sidecar-free L3-L7 networking, Hubble observability, network policy, mTLS, and why eBPF is reshaping Kubernetes networking in 2026.
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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 inTech1 Comment
Production MQTT Cluster with EMQX on Kubernetes: Complete Tutorial 2026 - updated October 2026 with verified facts, diagrams and FAQ.
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AlphaFold 3 Architecture: How Diffusion Predicts Biomolecular Structure (2026)

AlphaFold 3 Architecture: How Diffusion Predicts Biomolecular Structure (2026)

Posted by By MPRAUTO MPRAUTO April 22, 2026Posted inScienceNo Comments
AlphaFold 3 architecture explained: the Pairformer, the diffusion module, how it predicts proteins, DNA, RNA, ligands and complexes, and its accuracy and limits in 2026.
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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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