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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Jetson Orin Nano 2 vs Orin Nano Super: 2x Inference, Same Socket

Jetson Orin Nano 2 vs Orin Nano Super: 2x Inference, Same Socket

Posted by By MPRAUTO MPRAUTO September 23, 2026Posted inTechNo Comments
Jetson Orin Nano 2 vs Orin Nano Super: 78 TOPS, 8 GB, 8 CPU cores, 40% less power at 15 W, and what NVIDIA's 2x inference claim really means.
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OPC UA 1.03 vs 1.05: Certification Ends 2026, Migration Guide

OPC UA 1.03 vs 1.05: Certification Ends 2026, Migration Guide

Posted by By MPRAUTO MPRAUTO September 23, 2026Posted inTechNo Comments
OPC Foundation ends OPC UA 1.03 certification at end of 2026. What 1.04/1.05 changed (ECC, JSON, roles, GDS) and how to migrate your products.
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OpenPLC Runtime v4 vs v3: What Changed and How to Migrate (2026)

OpenPLC Runtime v4 vs v3: What Changed and How to Migrate (2026)

Posted by By MPRAUTO MPRAUTO September 23, 2026Posted inTechNo Comments
OpenPLC v3 is end-of-life. Compare v4 vs v3 architecture, REST/JWT API, plugins (Modbus, OPC UA, EtherCAT, S7), retain in v4.2 and a migration plan.
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ClickHouse 26.8 LTS vs 26.3: Pipelined SQL, Iceberg Writes and Upgrade Risk

ClickHouse 26.8 LTS vs 26.3: Pipelined SQL, Iceberg Writes and Upgrade Risk

Posted by By MPRAUTO MPRAUTO September 22, 2026Posted inTechNo Comments
ClickHouse 26.8 LTS adds the pipe operator, Iceberg writes to S3 Tables, Puffin deletion vectors and atomic POPULATE. What to test before you upgrade.
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World Action Models vs VLAs: Cosmos 3, VLA-JEPA and FastWAM Compared

World Action Models vs VLAs: Cosmos 3, VLA-JEPA and FastWAM Compared

Posted by By MPRAUTO MPRAUTO September 22, 2026Posted inTechNo Comments
World action models learn to imagine, then act. How Cosmos 3, VLA-JEPA and FastWAM differ from VLAs, what they cost to train, and where each runs.
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Cilium 1.20 ExternalAuth vs oauth2-proxy vs Istio AuthorizationPolicy

Cilium 1.20 ExternalAuth vs oauth2-proxy vs Istio AuthorizationPolicy

Posted by By MPRAUTO MPRAUTO September 22, 2026Posted inTechNo Comments
Cilium 1.20 ships the Gateway API ExternalAuth filter from GEP-1494. How it compares with oauth2-proxy and Istio, and why Experimental matters.
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OPC UA FX v1.00.04 vs v1.00.03: What Changed in Part 81 and Part 84

OPC UA FX v1.00.04 vs v1.00.03: What Changed in Part 81 and Part 84

Posted by By MPRAUTO MPRAUTO September 22, 2026Posted inTechNo Comments
UAFX v1.00.04 updates Part 81 ConnectionManager and Part 84 conformance units. What changed, and which version your stack really implements.
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What a ChatGPT Query Actually Costs in Energy and Water: Every Number, Traced to Source

What a ChatGPT Query Actually Costs in Energy and Water: Every Number, Traced to Source

Posted by By MPRAUTO MPRAUTO September 22, 2026Posted inTechNo Comments
The 500ml and 2.9 Wh figures come from real papers that said something narrower. Here is every published measurement of AI energy and water per query, with its scope.
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MLPerf Edge Agentic Inference: How TensorRT Edge-LLM Beat llama.cpp 6.4x

MLPerf Edge Agentic Inference: How TensorRT Edge-LLM Beat llama.cpp 6.4x

Posted by By MPRAUTO MPRAUTO September 22, 2026Posted inTechNo Comments
MLPerf Inference v6.1 added an Edge Agentic benchmark. NVFP4, FP8 KV cache, 96% cache reuse and tree MTP explain the 6.4x gap over the llama.cpp reference.
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Kubernetes 1.37 Gang Scheduling vs Volcano, Kueue and YuniKorn

Kubernetes 1.37 Gang Scheduling vs Volcano, Kueue and YuniKorn

Posted by By MPRAUTO MPRAUTO September 22, 2026Posted inTechNo Comments
Kubernetes 1.37 promotes PodGroup and gang scheduling to beta and adds CompositePodGroup. Do you still need Volcano, Kueue or YuniKorn?
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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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