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Posts by MPRAUTO MPRAUTO

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  • MPRAUTO MPRAUTO
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About MPRAUTO MPRAUTO
etcd 3.7 Explained: Raft Consensus, Kubernetes Control Plane Impact and Upgrade Guide

etcd 3.7 Explained: Raft Consensus, Kubernetes Control Plane Impact and Upgrade Guide

Posted by By MPRAUTO MPRAUTO October 5, 2026Posted inKubernetesNo Comments
etcd 3.7 explained: Raft and MVCC mechanics, what changed for Kubernetes control planes, plus a safe backup, defrag and rolling upgrade runbook.
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EU Cyber Resilience Act and SBOMs for IoT Firmware: CycloneDX vs SPDX in Practice

EU Cyber Resilience Act and SBOMs for IoT Firmware: CycloneDX vs SPDX in Practice

Posted by By MPRAUTO MPRAUTO October 5, 2026Posted iniiot2 Comments
EU Cyber Resilience Act SBOM guide for IoT firmware: CycloneDX vs SPDX, VEX, 24-hour reporting duties and build-pipeline integration.
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OpenTelemetry GenAI Semantic Conventions: Tracing LLM Calls and AI Agents

OpenTelemetry GenAI Semantic Conventions: Tracing LLM Calls and AI Agents

Posted by By MPRAUTO MPRAUTO October 5, 2026Posted inAI3 Comments
Trace LLM calls and AI agents with OpenTelemetry GenAI semantic conventions: span and metric attributes, agent spans, content capture and Collector setup.
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Ling 3.1 Flash Explained: Architecture, Pricing and Benchmarks

Ling 3.1 Flash Explained: Architecture, Pricing and Benchmarks

Posted by By MPRAUTO MPRAUTO October 5, 2026Posted inAINo Comments
Ling 3.1 Flash explained: what is documented on context, access and pricing, what is not disclosed, and how to evaluate it against peer models.
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Sodium-Ion vs LFP Batteries for Grid Storage: Chemistry, Cost and Cycle Life

Sodium-Ion vs LFP Batteries for Grid Storage: Chemistry, Cost and Cycle Life

Posted by By MPRAUTO MPRAUTO October 4, 2026Posted inScienceNo Comments
Sodium-ion vs LFP for grid storage: electrochemistry, energy density, cycle life, safety, cost drivers and where each chemistry wins in 2026.
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eBOM to mBOM Transformation: PLM-ERP Bill of Materials Architecture

eBOM to mBOM Transformation: PLM-ERP Bill of Materials Architecture

Posted by By MPRAUTO MPRAUTO October 4, 2026Posted inPLMNo Comments
How engineering BOMs become manufacturing BOMs: structure differences, transformation rules, effectivity, PLM-to-ERP sync patterns and failure modes.
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Digital Twin State Estimation: Kalman vs Particle Filter vs EnKF for Twin Synchronization

Digital Twin State Estimation: Kalman vs Particle Filter vs EnKF for Twin Synchronization

Posted by By MPRAUTO MPRAUTO October 4, 2026Posted iniiot1 Comment
Digital twin state estimation: Kalman, EKF, UKF, particle and ensemble Kalman filters compared, with equations, cost, failure modes and a numpy example.
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OPC UA Companion Specifications for Robotics and Machinery: Interoperability in Practice

OPC UA Companion Specifications for Robotics and Machinery: Interoperability in Practice

Posted by By MPRAUTO MPRAUTO October 4, 2026Posted iniiotNo Comments
How OPC UA companion specs for machinery and robotics (OPC 40001, 40010) create shared information models, and how to implement and test them in a plant.
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ML-KEM and ML-DSA on Constrained IoT Microcontrollers: Memory, Speed and Migration

ML-KEM and ML-DSA on Constrained IoT Microcontrollers: Memory, Speed and Migration

Posted by By MPRAUTO MPRAUTO October 4, 2026Posted iniiotNo Comments
ML-KEM (FIPS 203) and ML-DSA (FIPS 204) on Cortex-M IoT devices: key and signature sizes, RAM and flash cost, handshake impact and migration plan.
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x402 and HTTP 402: Machine-to-Machine Payments for AI Agents with Stablecoins

x402 and HTTP 402: Machine-to-Machine Payments for AI Agents with Stablecoins

Posted by By MPRAUTO MPRAUTO October 4, 2026Posted inTechNo Comments
How x402 revives HTTP 402 for pay-per-request APIs and AI agents: payment flow, facilitators, stablecoin settlement, security risks and trade-offs.
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Posts pagination

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  • Teamcenter 2606: Copilot for CAD and PMI, New Active Workspace, SAP and Polarion Links (2026)
  • Isaac Sim 6.2: Newton 1.6.1, Cortex Removal and Breaking Changes Before You Upgrade (2026)
  • Matter 1.6 and 1.6.1: Groupcast, NFC Setup, Joint Fabric, Product Security 1.1 (2026)
  • Linux 7.1 Mainline PREEMPT_RT on 32-bit ARM: Build, Measure Latency, Compare With Zephyr (2026)
  • Qualcomm Dragonwing Q-2390 vs IQ-2390: A78, 1.1 TOPS NPU, TSN, RISC-V Core (2026)
  • Terraform MCP Server GA: Connecting AI Assistants to HCP Terraform Safely (2026)
  • GitHub’s 8-Hour Outage (Aug 17, 2026): Build a CI/CD Fallback With Mirrors and Runners
  • Google Cloud europe-west2-b Outage (Oct 20, 2026): What Failed and Multi-Zone Failover Design
  • Python 3.15 for ML Pipelines: Lazy Imports, frozendict, Tachyon Profiler and JIT (2026)
  • Nex-N2.5 Agent Models Explained: 1.6T Max, 397B Pro, 35B Mini and the Open-Weights Status (2026)
  • MBZUAI K2 Horizon: Six Fully Open Models up to 375B-A23B, Apache 2.0, With Training Recipes (2026)
  • StepFun Step 5 Preview Open Weights: 600B MoE, 27B Active, 1M Context for Agents (2026)
  • 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)

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