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Posts by MPRAUTO MPRAUTO

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  • MPRAUTO MPRAUTO
  • Page 36
About MPRAUTO MPRAUTO
Claude 4.6 Agent Tool Use Patterns for Production (2026)

Claude 4.6 Agent Tool Use Patterns for Production (2026)

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inAINo Comments
Production-ready agent patterns with Claude 4.6 — parallel tool calls, planning, memory, error recovery, and when sub-agents beat single-agent loops.
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Fact-Check: 6 Industrial IoT ROI Claims That Don’t Survive Audit

Fact-Check: 6 Industrial IoT ROI Claims That Don’t Survive Audit

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted iniiotNo Comments
Six common industrial IoT ROI claims fact-checked against real plant deployments — what holds up, what collapses, and where the actual payback lives.
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Aras Innovator Architecture: Open-Source PLM Reference (2026)

Aras Innovator Architecture: Open-Source PLM Reference (2026)

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted inPLMNo Comments
Aras Innovator PLM architecture — server layers, ItemType modeling, low-code customization, deployment patterns, and Aras vs Teamcenter vs 3DEXPERIENCE.
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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 inAINo Comments
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 inTechNo Comments
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 inKubernetesNo 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 inTechNo Comments
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 inTechNo Comments
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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mRNA Beyond Vaccines: Programmable Therapeutics Explained

mRNA Beyond Vaccines: Programmable Therapeutics Explained

Posted by By MPRAUTO MPRAUTO May 25, 2026Posted inScienceNo Comments
mRNA beyond vaccines — how programmable therapeutics work, lipid nanoparticle delivery, the manufacturing platform, and the real limits today.
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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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