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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
The Digital Thread in PLM: Architecture & Implementation

The Digital Thread in PLM: Architecture & Implementation

Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inPLM3 Comments
Digital thread PLM architecture explained — connecting requirements, CAD, BOM, manufacturing, and field data into one traceable, closed-loop lifecycle.
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KV Cache Optimization for LLM Inference: A Deep Dive

KV Cache Optimization for LLM Inference: A Deep Dive

Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inAI1 Comment
KV cache optimization for LLM inference — PagedAttention, quantization, prefix caching, and eviction, with the memory math behind each technique.
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MoveIt 2 vs Tesseract: Robot Motion Planning Compared

MoveIt 2 vs Tesseract: Robot Motion Planning Compared

Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inTech1 Comment
MoveIt 2 vs Tesseract for robot motion planning — planners, collision checking, trajectory optimization, and a decision matrix for manipulation stacks.
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Istio Ambient Mesh vs Linkerd: Service Mesh ADR (2026)

Istio Ambient Mesh vs Linkerd: Service Mesh ADR (2026)

Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inKubernetesNo Comments
Istio ambient mesh vs Linkerd — an ADR weighing sidecarless overhead, mTLS, L7 policy, operational cost, and when each mesh is the right call.
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OpenTofu in Production: Migrating from Terraform (2026)

OpenTofu in Production: Migrating from Terraform (2026)

Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inKubernetes2 Comments
Migrate from Terraform to OpenTofu in production — drop-in compatibility, state encryption, CI changes, and a safe step-by-step cutover plan.
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ISO 20022 Migration: A Payments Architecture Guide (2026)

ISO 20022 Migration: A Payments Architecture Guide (2026)

Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inTech1 Comment
ISO 20022 migration as a systems-design problem — the MX message model, MT coexistence, translation layers, validation, and a reference architecture.
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Silicon Photonics & Co-Packaged Optics: 2026 Analysis

Silicon Photonics & Co-Packaged Optics: 2026 Analysis

Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inTech1 Comment
Why co-packaged optics and silicon photonics are reshaping AI data centers in 2026 — the bandwidth wall, power math, incumbents, and what it means.
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How Heat Pumps Actually Work (and Why They Beat 100%)

How Heat Pumps Actually Work (and Why They Beat 100%)

Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inScienceNo Comments
How heat pumps actually work, explained — the refrigeration cycle, why COP can exceed 100% efficiency, cold-climate limits, and the real physics.
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OpenTelemetry for Industrial IoT Observability (2026)

OpenTelemetry for Industrial IoT Observability (2026)

Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inKubernetes1 Comment
OpenTelemetry for industrial IoT observability — instrument edge services, run the OTel Collector, and ship traces, metrics, and logs end to end.
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AlphaFold 3 and Protein Structure Prediction Explained

AlphaFold 3 and Protein Structure Prediction Explained

Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inScienceNo Comments
AlphaFold 3 explained — how the diffusion-based model predicts protein, DNA, and ligand structures, why it matters, and its real 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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