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Posts by MPRAUTO MPRAUTO

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  • MPRAUTO MPRAUTO
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About MPRAUTO MPRAUTO
Context Engineering for Production LLM Agents (2026)

Context Engineering for Production LLM Agents (2026)

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inAINo Comments
Context engineering patterns for production LLM agents in 2026 — retrieval, compaction, memory tiers, tool-result pruning, and what breaks at long horizons.
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On-Device SLM Inference: A 2026 Edge GPU Benchmark

On-Device SLM Inference: A 2026 Edge GPU Benchmark

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inAINo Comments
A 2026 benchmark methodology for small language models on edge GPUs — latency, tokens/sec, memory, and cost for Phi, Gemma, and Qwen on Jetson-class hardware.
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Iceberg vs Delta vs Hudi for IIoT Lakehouse: An ADR

Iceberg vs Delta vs Hudi for IIoT Lakehouse: An ADR

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inArchitectureNo Comments
An architecture decision record comparing Apache Iceberg, Delta Lake, and Hudi for an IIoT lakehouse in 2026 — schema evolution, upserts, and time-series fit.
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Argo Rollouts: Progressive Delivery for Edge Fleets

Argo Rollouts: Progressive Delivery for Edge Fleets

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inKubernetesNo Comments
A 2026 tutorial on Argo Rollouts for edge fleets — canary and blue-green strategies, analysis templates, metric gates, and rollback for constrained sites.
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OPC UA over TSN: Deterministic IIoT Reference Architecture

OPC UA over TSN: Deterministic IIoT Reference Architecture

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted iniiotNo Comments
A deep reference architecture for OPC UA over TSN in 2026 — TSN scheduling, OPC UA PubSub, converged motion + data networks, and failure modes.
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Aras vs Teamcenter vs Windchill: PLM Compared (2026)

Aras vs Teamcenter vs Windchill: PLM Compared (2026)

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inPLM1 Comment
An engineer's 2026 comparison of Aras Innovator, Siemens Teamcenter, and PTC Windchill — data model, customization, cloud, and total cost of ownership.
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NVIDIA Omniverse for Factory Digital Twins: 2026 Analysis

NVIDIA Omniverse for Factory Digital Twins: 2026 Analysis

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inDigital TwinNo Comments
What NVIDIA Omniverse and OpenUSD actually change for factory digital twins in 2026 — blueprint architecture, synthetic data, and the real adoption gaps.
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Build a Digital Twin for a CNC Machine: Step-by-Step 2026 Tutorial

Build a Digital Twin for a CNC Machine: Step-by-Step 2026 Tutorial

Posted by By MPRAUTO MPRAUTO June 3, 2026Posted inTechNo Comments
Step-by-step tutorial to build a working CNC machine digital twin — MTConnect ingestion, physics-informed model, dashboard, anomaly alerts.
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ROS 2 Jazzy to Kilted Migration Guide (2026)

ROS 2 Jazzy to Kilted Migration Guide (2026)

Posted by By MPRAUTO MPRAUTO June 3, 2026Posted inTechNo Comments
Practical ROS 2 Jazzy → Kilted Kaiju migration guide — breaking changes, rclcpp updates, DDS/Iceoryx options, and a step-by-step rollover.
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Time-Series Forecasting at the Edge: 2026 Production Patterns

Time-Series Forecasting at the Edge: 2026 Production Patterns

Posted by By MPRAUTO MPRAUTO June 3, 2026Posted inAINo Comments
Production patterns for time-series forecasting at the edge — Chronos-Bolt, TimesFM, TFT, quantization, and real-world latency budgets.
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Posts pagination

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  • langchain-mcp-adapters vs Native langchain.mcp (2026)
  • Delta Lake 4.4 vs 4.3: The Spark 4.2 Upgrade Trap
  • KEDA 2.21 vs 2.20: CVE Fix & Breaking Scaler Changes
  • MoveIt Pro 10.0 vs 9.4: The Breaking Upgrade Guide
  • Isaac ROS 5.0 vs 4.6: NITROS Is Gone, Now What?
  • Ignition 8.1 vs 8.3: 2026 Migration Guide Update
  • Aras Innovator R40 vs R38: .NET 10 Migration Guide
  • SGLang 0.5.18 vs 0.5.15: What Changed and How to Upgrade
  • Helm 4.3 vs Helm 3.22: Migrating Before Helm 3 EOL
  • Milvus 3.0 vs 2.6: Lake-Native Vector Search Upgrade Guide 2026
  • MoveIt 2 vs MoveIt Pro 2026: What Qualcomm’s PickNik Deal Means
  • ONNX Runtime 1.30 vs 1.29: What Changed for Edge AI in 2026
  • JetPack 7.2.1 vs 6.2.2 on Jetson Orin: Migration Guide 2026
  • EMQX 6.3 LTS vs 5.8 LTS: Breaking Changes and Migration
  • CODESYS 4 vs CODESYS 3: What the 1.0 Web IDE Changes
  • vLLM 0.28 to 0.30 Migration: Model Runner V2 Default, Breaking Changes
  • Apache Spark 4.2 vs 4.1: CDC, Geospatial and Arrow-by-Default Risks
  • Terraform 1.16 vs OpenTofu 1.13: Where the IaC Forks Now Diverge
  • LeRobot v0.6 vs v0.5: What Changed and How to Migrate
  • OpenVINO 2026.4 vs 2025.4: What Changed for Edge LLMs and NPUs
  • Jetson Orin Nano 2 vs Orin Nano Super: 2x Inference, Same Socket
  • OPC UA 1.03 vs 1.05: Certification Ends 2026, Migration Guide
  • OpenPLC Runtime v4 vs v3: What Changed and How to Migrate (2026)
  • ClickHouse 26.8 LTS vs 26.3: Pipelined SQL, Iceberg Writes and Upgrade Risk
  • World Action Models vs VLAs: Cosmos 3, VLA-JEPA and FastWAM Compared
  • Cilium 1.20 ExternalAuth vs oauth2-proxy vs Istio AuthorizationPolicy
  • OPC UA FX v1.00.04 vs v1.00.03: What Changed in Part 81 and Part 84
  • What a ChatGPT Query Actually Costs in Energy and Water: Every Number, Traced to Source
  • MLPerf Edge Agentic Inference: How TensorRT Edge-LLM Beat llama.cpp 6.4x
  • Kubernetes 1.37 Gang Scheduling vs Volcano, Kueue and YuniKorn
  • Isaac Lab 3.0 vs 2.2: Quaternions Flipped, ProxyArray, and Kit-less Training
  • AAS Units of Measurement 3.0: The unitId Change That Breaks ECLASS Wiring
  • Postgres 19 REPACK vs pg_repack vs VACUUM FULL: Online Table Maintenance Compared
  • Gateway API v1.6 TCPRoute and UDPRoute vs LoadBalancer Services and Vendor CRDs
  • MCP Tasks vs Streaming vs Webhooks: Handling Long-Running Agent Tool Calls
  • Jetson T3000 vs T4000 vs T5000: Choosing a Thor Module on Bandwidth, MIG, and Power
  • TensorRT 11 vs TensorRT 10: Porting IPluginV2 to IPluginV3 Before Your Build Breaks
  • Nav2 Lyrical vs Kilted: MPPI Trajectory Validation and the New BT Control Nodes
  • Ethernet-APL vs Ethernet-SPE: Power Classes, PoDL, and What IEC TS 63444 Edition 2 Changed

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