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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Llama 4 Explained: Scout, Maverick and Behemoth Architecture, Benchmarks and Access (2026)

Llama 4 Explained: Scout, Maverick and Behemoth Architecture, Benchmarks and Access (2026)

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inAINo Comments
Llama 4 Explained: Scout, Maverick and Behemoth Architecture, Benchmarks and Access (2026) - updated October 2026 with verified facts, diagrams and FAQ.
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How MRI Actually Works: The Physics of Magnetic Resonance

How MRI Actually Works: The Physics of Magnetic Resonance

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inScienceNo Comments
How MRI actually works: nuclear magnetic resonance, the main magnet and gradients, RF pulses, T1 and T2 relaxation, and how a spatial image is reconstructed.
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Low-Latency Market Data Feed Handler: Engineering Guide

Low-Latency Market Data Feed Handler: Engineering Guide

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inTechNo Comments
How to engineer a low-latency market data feed handler: line arbitration, ITCH and FIX parsing, kernel-bypass networking, order book build, and tail-latency tuning.
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Vector Database Benchmarks 2026: 4 Ranked by QPS, Recall & Cost

Vector Database Benchmarks 2026: 4 Ranked by QPS, Recall & Cost

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inAI1 Comment
A 2026 vector database benchmark: Pinecone, Weaviate, Qdrant, and Milvus on recall, latency, throughput, and cost - with what changed in the second half of 2026.
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RWA Tokenization Architecture: Issuance to Settlement

RWA Tokenization Architecture: Issuance to Settlement

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inTechNo Comments
A reference architecture for real-world asset (RWA) tokenization: issuance, custody, compliance, and settlement - a systems analysis, not financial advice.
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Confidential Containers on Kubernetes: A 2026 Guide

Confidential Containers on Kubernetes: A 2026 Guide

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inKubernetes2 Comments
Confidential containers on Kubernetes explained: TEEs, AMD SEV-SNP and Intel TDX, remote attestation, the CoCo project, and running sensitive workloads safely.
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Multi-Region Active-Active Database Architecture (2026)

Multi-Region Active-Active Database Architecture (2026)

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inDevelopment2 Comments
Multi-Region Active-Active Database Architecture (2026) - updated November 2026 with verified facts, diagrams and FAQ.
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LLM Observability and LLMOps: Tracing, Evals, Drift

LLM Observability and LLMOps: Tracing, Evals, Drift

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inAINo Comments
An LLM observability and LLMOps architecture: OpenTelemetry GenAI traces, spans, online evals, and drift detection for production LLM and agent systems.
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Apache PLC4X Tutorial: Stream PLC Tags to MQTT and Kafka

Apache PLC4X Tutorial: Stream PLC Tags to MQTT and Kafka

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inDevelopment1 Comment
A hands-on Apache PLC4X tutorial: read PLC tags over Modbus and S7, bridge them to MQTT and Kafka, and build a vendor-neutral industrial data pipeline.
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Industrial Machine Vision Defect Detection: Edge AI 2026

Industrial Machine Vision Defect Detection: Edge AI 2026

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted iniiot1 Comment
A reference architecture for industrial machine vision defect detection: edge AI inference, camera-to-PLC pipelines, model training, and MLOps on the factory floor.
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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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