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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Apache Pulsar Geo-Replication for Industrial IoT Telemetry

Apache Pulsar Geo-Replication for Industrial IoT Telemetry

Posted by By MPRAUTO MPRAUTO September 30, 2026Posted iniiotNo Comments
Design Apache Pulsar geo-replication for industrial IoT telemetry: replication modes, namespaces, failover, schema and cost, with configs.
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OPC UA FX Field Exchange: The Complete Reference Architecture

OPC UA FX Field Exchange: The Complete Reference Architecture

Posted by By MPRAUTO MPRAUTO September 30, 2026Posted iniiot1 Comment
OPC UA FX field exchange reference architecture: controller-to-controller and controller-to-device, TSN, UAFX connections, vendors and 2026 status.
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eBPF for Kubernetes Observability: An Architecture Decision Record

eBPF for Kubernetes Observability: An Architecture Decision Record

Posted by By MPRAUTO MPRAUTO September 30, 2026Posted inKubernetes1 Comment
ADR on replacing APM agents with eBPF for Kubernetes observability: coverage, overhead, limits, OpenTelemetry eBPF instrumentation, decision guide.
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Crossplane Composition Functions: Internal Developer Platform

Crossplane Composition Functions: Internal Developer Platform

Posted by By MPRAUTO MPRAUTO September 30, 2026Posted inKubernetesNo Comments
Build an internal developer platform with Crossplane composition functions: XRDs, function pipelines, testing, and Terraform comparison, with code.
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Fact-Check: Did a Quantum Computer Break RSA-2048 in 2026?

Fact-Check: Did a Quantum Computer Break RSA-2048 in 2026?

Posted by By MPRAUTO MPRAUTO September 30, 2026Posted inTechNo Comments
Fact-check of viral claims that a quantum computer broke RSA-2048: what was actually factored, qubit requirements and NIST PQC deadlines.
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Decision Models with Typed Outputs: Jev 1.13 and Solar Decide Explained

Decision Models with Typed Outputs: Jev 1.13 and Solar Decide Explained

Posted by By MPRAUTO MPRAUTO September 29, 2026Posted inAINo Comments
A new model category returns typed decisions with probabilities instead of prose. How Jev 1.13 and Solar Decide work, the pricing model and where they replace LLM classifiers.
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Stablecoin Settlement on Card Networks: Visa and Mastercard Architecture

Stablecoin Settlement on Card Networks: Visa and Mastercard Architecture

Posted by By MPRAUTO MPRAUTO September 29, 2026Posted inTechNo Comments
How Visa and Mastercard integrate stablecoin settlement with existing authorization, clearing and treasury flows, and what the CLARITY Act stall means for system design.
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llm-d on Kubernetes: Prefill/Decode Disaggregation for LLM Inference

llm-d on Kubernetes: Prefill/Decode Disaggregation for LLM Inference

Posted by By MPRAUTO MPRAUTO September 29, 2026Posted inKubernetes1 Comment
llm-d explained: disaggregated prefill and decode, KV-cache-aware routing and vLLM on Kubernetes, with cost math, an install path and where it beats a plain vLLM deployment.
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Istio Ambient Multicluster and Gateway API Inference Extension for LLM Serving

Istio Ambient Multicluster and Gateway API Inference Extension for LLM Serving

Posted by By MPRAUTO MPRAUTO September 29, 2026Posted inKubernetes1 Comment
How Istio ambient multicluster and the Gateway API Inference Extension route LLM traffic by KV-cache and queue depth, with a reference architecture and failure modes.
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Argo CD 3.x Upgrade Guide: What Changed vs v2 for Production

Argo CD 3.x Upgrade Guide: What Changed vs v2 for Production

Posted by By MPRAUTO MPRAUTO September 29, 2026Posted inKubernetesNo Comments
A production upgrade guide from Argo CD v2 to 3.x: RBAC and logs defaults, annotation tracking, ApplicationSet changes, sharding and a rollback-safe rollout plan.
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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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