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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
MIG on Jetson Thor: GPU Partitioning for Mixed-Criticality Robotics in JetPack 7.2

MIG on Jetson Thor: GPU Partitioning for Mixed-Criticality Robotics in JetPack 7.2

Posted by By MPRAUTO MPRAUTO September 20, 2026Posted inTechNo Comments
JetPack 7.2 brings MIG to Jetson Thor: two isolated partitions of 12 and 8 SMs. How to split perception, control and GenAI without latency jitter.
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Eclipse 4diac 3.3: EtherCAT, Event Sequence View, and Headless Validation for IEC 61499

Eclipse 4diac 3.3: EtherCAT, Event Sequence View, and Headless Validation for IEC 61499

Posted by By MPRAUTO MPRAUTO September 20, 2026Posted inTechNo Comments
4diac 3.3 shipped 9 Sept 2026: core EtherCAT in FORTE, an Event Sequence view, and headless OCL validation. What changes for IEC 61499 teams.
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OPC UA FX Controller-to-Device vs Controller-to-Controller: What C2D Adds in 2026

OPC UA FX Controller-to-Device vs Controller-to-Controller: What C2D Adds in 2026

Posted by By MPRAUTO MPRAUTO September 20, 2026Posted inTechNo Comments
OPC UA FX finished C2C and is extending to Controller-to-Device. How C2D differs from C2C, what Parts 81 and 84 add, and what it means for IIoT.
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Kubernetes Pod Certificates vs SPIFFE/SPIRE vs cert-manager: Choosing Workload mTLS in 2026

Kubernetes Pod Certificates vs SPIFFE/SPIRE vs cert-manager: Choosing Workload mTLS in 2026

Posted by By MPRAUTO MPRAUTO September 20, 2026Posted inTechNo Comments
Pod certificates went stable in Kubernetes v1.37. How built-in pod certs compare with SPIFFE/SPIRE and cert-manager on trust, rotation and cost.
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Kafka Queues (KIP-932) vs RabbitMQ vs SQS: Picking a Task Queue After Kafka 4.2

Kafka Queues (KIP-932) vs RabbitMQ vs SQS: Picking a Task Queue After Kafka 4.2

Posted by By MPRAUTO MPRAUTO September 20, 2026Posted inTechNo Comments
Kafka 4.2 made Queues for Kafka GA. How share groups compare with RabbitMQ and SQS on ordering, redelivery, scaling and cost for task queues.
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Flink 2.2 ML_PREDICT and VECTOR_SEARCH: Running Model Inference Inside a Stream

Flink 2.2 ML_PREDICT and VECTOR_SEARCH: Running Model Inference Inside a Stream

Posted by By MPRAUTO MPRAUTO September 20, 2026Posted inTechNo Comments
Flink 2.2 adds VECTOR_SEARCH and Table API ML_PREDICT for in-stream inference. How they work, where they break, and when to keep inference outside.
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Yocto on Jetson vs Ubuntu L4T: Building Production Edge AI Images with OE4T

Yocto on Jetson vs Ubuntu L4T: Building Production Edge AI Images with OE4T

Posted by By MPRAUTO MPRAUTO September 20, 2026Posted inTech1 Comment
NVIDIA now officially supports Yocto on Jetson via OE4T. How a Yocto image compares with Ubuntu L4T on footprint, reproducibility and attack surface.
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Matter 1.5 Cameras: WebRTC Streaming, Privacy Zones, and What Thread 1.4 Changes

Matter 1.5 Cameras: WebRTC Streaming, Privacy Zones, and What Thread 1.4 Changes

Posted by By MPRAUTO MPRAUTO September 20, 2026Posted inTechNo Comments
Matter 1.5 adds cameras: live A/V over WebRTC, two-way audio, PTZ, privacy zones, local or cloud recording. Plus what Thread 1.4 changed in 2026.
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LoRA vs QLoRA vs Full Fine-Tuning vs Distillation: Choosing a Method for CPU-Deployed Small Models in 2026

LoRA vs QLoRA vs Full Fine-Tuning vs Distillation: Choosing a Method for CPU-Deployed Small Models in 2026

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTechNo Comments
Which fine-tuning method for a small model you will deploy on CPU: VRAM budgets, the merge-target trap worth 14 points, and when distillation is actually worth it.
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Which Small Language Models Actually Run on CPU in 2026: 11 Models Compared

Which Small Language Models Actually Run on CPU in 2026: 11 Models Compared

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTech1 Comment
Eleven small language models compared for CPU-only inference in 2026: real Q4 file sizes, official GGUF availability, licences and the memory-bandwidth ceiling.
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Posts pagination

Previous page 1 … 3 4 5 6 7 … 60 Next page
  • 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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