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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Does a Digital Twin Need Real-Time Data? A Fact-Check

Does a Digital Twin Need Real-Time Data? A Fact-Check

Posted by By MPRAUTO MPRAUTO June 9, 2026Posted inDigital TwinNo Comments
Fact-checking the biggest digital twin myth: does a twin require a live connection? We separate marketing claims from the actual architecture.
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Agentic Digital Twins: AI-Driven Twins in 2026

Agentic Digital Twins: AI-Driven Twins in 2026

Posted by By MPRAUTO MPRAUTO June 9, 2026Posted inDigital TwinNo Comments
Why digital twins are becoming agentic in 2026: how LLM agents, live data, and closed-loop control turn replicas into self-optimizing systems.
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Long-Running Governed AI Agents: Architecture (2026)

Long-Running Governed AI Agents: Architecture (2026)

Posted by By MPRAUTO MPRAUTO June 9, 2026Posted inAINo Comments
Architecture patterns for long-running, governed AI agents in 2026: durable execution, checkpointing, guardrails, and human-in-the-loop control.
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Small vs Large LLMs for Agentic Tasks: A 2026 Benchmark

Small vs Large LLMs for Agentic Tasks: A 2026 Benchmark

Posted by By MPRAUTO MPRAUTO June 9, 2026Posted inAINo Comments
A reproducible 2026 benchmark methodology comparing small and large LLMs on agentic tasks: cost, latency, tool-call accuracy, and when small wins.
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Kafka vs Redpanda vs WarpStream: Edge Telemetry ADR

Kafka vs Redpanda vs WarpStream: Edge Telemetry ADR

Posted by By MPRAUTO MPRAUTO June 9, 2026Posted inKubernetesNo Comments
An ADR-style 2026 comparison of Kafka, Redpanda, and WarpStream for edge telemetry: cost, latency, ops burden, and a clear decision framework.
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Cilium Sidecarless Service Mesh: An eBPF Deep-Dive

Cilium Sidecarless Service Mesh: An eBPF Deep-Dive

Posted by By MPRAUTO MPRAUTO June 9, 2026Posted inKubernetesNo Comments
A 2026 deep-dive into Cilium's sidecarless service mesh: how eBPF replaces sidecars, mTLS, L7 policy, and a working setup with trade-offs.
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Pre-Trade Risk Engine Architecture for Low Latency (2026)

Pre-Trade Risk Engine Architecture for Low Latency (2026)

Posted by By MPRAUTO MPRAUTO June 9, 2026Posted inTechNo Comments
How to design a low-latency pre-trade risk engine in 2026: inline checks, kill switches, state management, and the latency budget, with no trading advice.
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NVIDIA RTX Spark Superchip and the AI PC War (2026)

NVIDIA RTX Spark Superchip and the AI PC War (2026)

Posted by By MPRAUTO MPRAUTO June 9, 2026Posted inTechNo Comments
Analysis of NVIDIA's RTX Spark superchip and what it means for the 2026 AI PC war against Intel, AMD, Apple, and Qualcomm.
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Spatial Biology: Whole-Transcriptome Tissue Mapping (2026)

Spatial Biology: Whole-Transcriptome Tissue Mapping (2026)

Posted by By MPRAUTO MPRAUTO June 9, 2026Posted inScienceNo Comments
How spatial biology maps whole-transcriptome gene expression onto tissue architecture in 2026: the methods, the data pipeline, and why it matters.
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Predicting Protein Conformational States with AI (2026)

Predicting Protein Conformational States with AI (2026)

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted inScienceNo Comments
How AI is moving beyond static AlphaFold structures to predict protein conformational states and ensembles in 2026, the methods, the limits, and why it matters.
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Posts pagination

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  • vLLM vs SGLang vs TensorRT-LLM in 2026: The Serving Engine Pick
  • OpenAI o3 and o4-mini Explained: The Reasoning-Model Lineage (2026)
  • pgvector vs Qdrant vs LanceDB: On-Prem RAG Vector Search (2026)
  • OTLP vs Prometheus Remote Write: The 2026 Metrics Pipeline Decision
  • TensorRT-LLM vs llama.cpp on Jetson: Throughput, VRAM & Setup (2026)
  • INT4 vs INT8 vs FP8 on Edge NPUs: The 2026 Quantization Trade-off
  • Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026)
  • PROFINET vs EtherCAT vs OPC UA FX+TSN: The 2026 Deterministic Ethernet Decision
  • K3s at the Edge: A Production Kubernetes Guide for 2026
  • ArgoCD vs Flux for GitOps at Scale: An Architecture Decision Record
  • Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough
  • OPC UA vs MQTT Sparkplug B: The Industrial Connectivity Decision (2026)
  • Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026
  • Ollama vs LM Studio vs Jan (2026): Local LLM Runner Compared
  • containerd vs CRI-O (2026): Kubernetes Runtime Decision Guide
  • Podman vs Docker (2026): Rootless, Daemonless & Compose Tested
  • Karpenter vs Cluster Autoscaler (2026): GPU Node Scaling & Cost
  • ONNX vs TFLite vs ExecuTorch vs Core ML (2026): Edge Format Pick
  • Hailo-10H vs Jetson Orin Nano (2026): Same CV Workload Tested
  • ROS 2 Kilted to Lyrical Luth Migration (2026): What Breaks & Fixes
  • LangGraph vs CrewAI vs Pydantic-AI vs Agents SDK (2026): Which to Pick
  • MACE vs MatterSim vs Orb (2026): ML Interatomic Potentials
  • MCP Server Frameworks (2026): FastMCP vs Official SDK
  • NATS JetStream vs Kafka (2026): Edge & IIoT Telemetry ADR
  • On-Device LLM Runtimes (2026): llama.cpp vs MLC vs ONNX
  • Jetson Thor vs Hailo-10H vs Coral (2026): Edge Inference Pick
  • Digital Product Passport Data Model (2026): GS1 vs AAS vs Custom
  • OPC UA FX vs MQTT Sparkplug B (2026): Which for Your UNS
  • AI Plasma Control for Tokamak Fusion: Reinforcement Learning (2026)
  • Diffusion Policy for Robot Manipulation: Imitation Learning (2026)
  • Request to Pay and Account-to-Account Payments: An Architecture (2026)
  • Kubernetes Secrets Management with External Secrets Operator (2026)
  • LLM Function Calling and Tool Use: A Production Architecture (2026)
  • Grok 4.5 Explained: Architecture, Benchmarks and Deployment (2026)
  • Brain-Computer Interface Neural Decoding Architecture (2026)
  • 6-DoF Grasp Detection: Robotic Manipulation Architecture (2026)
  • Network Tokenization Architecture for Card Payments (2026)
  • Durable Execution Architecture: Temporal, Restate and DBOS (2026)
  • ColPali and Visual Document Retrieval: Late-Interaction RAG (2026)

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