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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
KubeEdge vs K3s vs MicroK8s: Edge Kubernetes (2026)

KubeEdge vs K3s vs MicroK8s: Edge Kubernetes (2026)

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted inKubernetesNo Comments
A 2026 deep-dive comparing KubeEdge, K3s, and MicroK8s for edge Kubernetes: architecture, offline autonomy, footprint, and a production setup walkthrough.
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Industrial Metaverse Reference Architecture (2026)

Industrial Metaverse Reference Architecture (2026)

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted inDigital TwinNo Comments
A vendor-neutral 2026 reference architecture for the industrial metaverse: OpenUSD, Omniverse, real-time digital twin data, and the simulation-to-operations loop.
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LoRaWAN vs NB-IoT vs LTE-M: Industrial IoT (2026)

LoRaWAN vs NB-IoT vs LTE-M: Industrial IoT (2026)

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted iniot3 Comments
An engineer's 2026 comparison of LoRaWAN, NB-IoT, and LTE-M for industrial sensor networks: range, power, latency, cost, and a decision matrix.
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ThingsBoard IoT Platform Tutorial: Devices to Dashboards

ThingsBoard IoT Platform Tutorial: Devices to Dashboards

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted iniotNo Comments
A hands-on 2026 ThingsBoard tutorial: provision devices over MQTT, build rule-engine pipelines, and ship a live telemetry dashboard, with working config.
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Humanoid Robots Hit the Factory Floor: 2026 Analysis

Humanoid Robots Hit the Factory Floor: 2026 Analysis

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted inTechNo Comments
An analytical 2026 look at humanoid robots moving from pilots to production lines: Figure, Schaeffler, Unitree deployments, the economics, and what still blocks scale.
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LLM Output Validation: Structured Outputs & Guardrails

LLM Output Validation: Structured Outputs & Guardrails

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted inAINo Comments
A production 2026 pattern for LLM output validation: constrained decoding, JSON-schema structured outputs, guardrails, and self-repair loops that actually hold.
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Asset Administration Shell Tutorial with Eclipse BaSyx

Asset Administration Shell Tutorial with Eclipse BaSyx

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inDigital Twin1 Comment
A hands-on 2026 Asset Administration Shell tutorial using Eclipse BaSyx — submodels, the digital nameplate, REST API, and connecting an AAS to a digital twin.
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Order Book Imbalance Features: A Microstructure Design

Order Book Imbalance Features: A Microstructure Design

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inTechNo Comments
A systems view of order book imbalance features in 2026 — computing OFI, queue imbalance, and microprice from L2 data, plus the engineering pitfalls.
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Lights-Out Factories in 2026: What the Data Shows

Lights-Out Factories in 2026: What the Data Shows

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inNewsbeatNo Comments
A 2026 analysis of lights-out, autonomous factories — what edge AI and digital twins actually deliver, where the hype breaks, and the realistic adoption curve.
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Cryo-EM Meets AI: Structure Prediction in Drug Discovery

Cryo-EM Meets AI: Structure Prediction in Drug Discovery

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inScienceNo Comments
How cryo-EM and AI structure prediction work together in 2026 drug discovery — the pipeline, what AlphaFold-class models add, and the honest limitations.
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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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