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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
FMI 3.0 Co-Simulation with FMPy: A Hands-On Tutorial

FMI 3.0 Co-Simulation with FMPy: A Hands-On Tutorial

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inDigital TwinNo Comments
A hands-on 2026 tutorial for FMI 3.0 co-simulation with FMPy in Python: importing FMUs, stepping the solver, coupling models, and debugging the loop.
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Digital Twin Information Models: AAS vs DTDL vs OPC UA

Digital Twin Information Models: AAS vs DTDL vs OPC UA

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted iniiot3 Comments
Digital Twin Information Models: AAS vs DTDL vs OPC UA - updated October 2026 with verified facts, diagrams and FAQ.
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Pharma Manufacturing Digital Twin: Reference Architecture

Pharma Manufacturing Digital Twin: Reference Architecture

Posted by By MPRAUTO MPRAUTO June 17, 2026Posted inDigital TwinNo Comments
A vendor-neutral 2026 reference architecture for a pharma manufacturing digital twin: PAT data, GMP validation, batch genealogy, and the closed control loop.
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Semantic Caching for LLM Applications: Architecture (2026)

Semantic Caching for LLM Applications: Architecture (2026)

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inAINo Comments
A 2026 architecture guide to semantic caching for LLM apps: embedding similarity lookup, cache invalidation, hit-rate tuning, and where it quietly breaks.
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RAG Reranker Benchmark: Cohere Rerank vs BGE vs Jina vs ColBERT (2026)

RAG Reranker Benchmark: Cohere Rerank vs BGE vs Jina vs ColBERT (2026)

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inAINo Comments
RAG Reranker Benchmark: Cohere Rerank vs BGE vs Jina vs ColBERT (2026) - updated October 2026 with verified facts, diagrams and FAQ.
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Apache Pinot vs Apache Druid: Real-Time OLAP ADR (2026)

Apache Pinot vs Apache Druid: Real-Time OLAP ADR (2026)

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inDevelopment1 Comment
An ADR-style 2026 comparison of Apache Pinot and Apache Druid for real-time OLAP: ingestion, indexing, query latency, ops cost, and when to pick each.
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Cilium Tetragon Runtime Security: eBPF Hands-On (2026)

Cilium Tetragon Runtime Security: eBPF Hands-On (2026)

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inDevelopment1 Comment
Cilium Tetragon Runtime Security: eBPF Hands-On (2026) - updated October 2026 with verified facts, diagrams and FAQ.
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Smart Order Routing Engine Architecture (2026)

Smart Order Routing Engine Architecture (2026)

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inTech1 Comment
A 2026 systems design of a smart order routing engine: venue selection, latency budgets, best-execution logic, risk checks, and the failure modes that bite.
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Cobalt 200 vs Graviton vs Axion: Cloud Arm Silicon War

Cobalt 200 vs Graviton vs Axion: Cloud Arm Silicon War

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inTechNo Comments
Microsoft Cobalt 200 lands in 2026. We compare it with AWS Graviton and Google Axion on architecture, performance-per-watt, and what custom Arm silicon means.
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Base Editing Explained: Single-Base CRISPR Therapeutics

Base Editing Explained: Single-Base CRISPR Therapeutics

Posted by By MPRAUTO MPRAUTO June 12, 2026Posted inScienceNo Comments
Base editing rewrites a single DNA letter without cutting the double helix. How cytosine and adenine base editors work, their off-target limits, and 2026 clinical use.
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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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