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Posts by MPRAUTO MPRAUTO

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  • MPRAUTO MPRAUTO
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About MPRAUTO MPRAUTO
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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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 iniiot1 Comment
TSN vs 5G URLLC compared for deterministic factory networking in 2026 — jitter, scheduling, integration cost, profiles, and a decision matrix.
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OPC UA FX in 2026: Field-Level Communications Goes Open

OPC UA FX in 2026: Field-Level Communications Goes Open

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted iniiot2 Comments
Why OPC UA FX is replacing proprietary field buses in 2026 — TSN integration, adoption among Siemens/Rockwell, and migration paths for brownfield.
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Speculative Decoding for LLM Inference: Architecture (2026)

Speculative Decoding for LLM Inference: Architecture (2026)

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted inAI1 Comment
How speculative decoding cuts LLM latency in 2026 — draft/target models, EAGLE-2, Medusa heads, and when speculation wins vs hurts.
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vLLM vs SGLang vs TensorRT-LLM (2026): H100 tok/s Tested

vLLM vs SGLang vs TensorRT-LLM (2026): H100 tok/s Tested

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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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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eBPF Observability with Pixie + Cilium: Tutorial (2026)

eBPF Observability with Pixie + Cilium: Tutorial (2026)

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted inTechNo Comments
Step-by-step 2026 tutorial — install Pixie and Cilium Hubble, capture HTTP/gRPC/DB traces with eBPF, and design auto-instrumented Kubernetes observability.
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Real-Time Risk Engine for Crypto Derivatives: Architecture (2026)

Real-Time Risk Engine for Crypto Derivatives: Architecture (2026)

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted inTech1 Comment
How to architect a real-time risk engine for crypto perpetuals and options in 2026 — funding, mark price, VaR, liquidations, and circuit breakers.
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Arm Neoverse V3 Reshapes Enterprise Server Design (2026)

Arm Neoverse V3 Reshapes Enterprise Server Design (2026)

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted inTechNo Comments
How Arm Neoverse V3 (Graviton 4, Cobalt 100, NVIDIA Grace) is rewriting enterprise server design in 2026 — performance, software ecosystem, migration patterns.
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Cryo-EM at 1.2 Å: Atomic Resolution Milestone Explained (2026)

Cryo-EM at 1.2 Å: Atomic Resolution Milestone Explained (2026)

Posted by By MPRAUTO MPRAUTO May 18, 2026Posted inAINo Comments
Why cryo-EM hitting 1.2 Å atomic resolution in 2026 matters — the science, the Krios G5 microscope, AI-driven processing, and drug discovery implications.
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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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