Tech - IoT Digital Twin PLM

EU Cyber Resilience Act 24-Hour Reporting: A 5-Step Compliance Architecture for IIoT Vendors (2026)

By MPRAUTO MPRAUTO September 18, 2026TechNo Comments

EU CRA reporting obligations went live 11 Sept 2026. A 5-step architecture for IIoT vendors: detection, triage, the 24h/72h/14-day clock and ENISA submission.

IEC/IEEE 60802 TSN Profile: 7 Decisions Industrial Network Architects Must Make in 2026

By MPRAUTO MPRAUTO September 18, 2026Tech1 Comment

IEC/IEEE 60802 published June 2026. The industrial TSN profile explained: feature selections, conformance testing, PROFINET migration and 7 architect decisions.

ROS 2 Kilted Kaiju to Lyrical Luth Migration (2026): What Breaks

By MPRAUTO MPRAUTO September 17, 2026Tech1 Comment

Migrating ROS 2 Kilted Kaiju to Lyrical Luth in 2026: breaking changes, ros2_control updates, Zenoh as the Tier-1 RMW and a safe upgrade path.

Isaac Lab vs Isaac Sim vs Gazebo Harmonic: 2026 Robot Sim Stack

By MPRAUTO MPRAUTO September 17, 2026Tech3 Comments

Isaac Lab, Isaac Sim and Gazebo Harmonic compared for 2026 sim-to-real robotics: RL throughput, physics fidelity, ROS 2 integration and when to use each.

Ollama vs LM Studio vs Jan (2026): Local LLM Runner Compared

By MPRAUTO MPRAUTO August 6, 2026TechNo Comments

Ollama vs LM Studio vs Jan for running local LLMs in 2026: backends, model formats, OpenAI-compatible APIs, GPU support, privacy and developer workflow. Decision guide.

ONNX vs TFLite vs ExecuTorch vs Core ML (2026): Edge Format Pick

By MPRAUTO MPRAUTO August 6, 2026Tech2 Comments

ONNX Runtime vs TFLite (LiteRT) vs ExecuTorch vs Core ML compared for on-device inference: operator coverage, hardware backends, quantization and portability. 2026.

Hailo-10H vs Jetson Orin Nano (2026): Same CV Workload Tested

By MPRAUTO MPRAUTO August 6, 2026Tech1 Comment

Hailo-10H vs Jetson Orin Nano head-to-head on the same computer-vision workload: TOPS/W, latency, framework support, memory and price. A 2026 edge-inference pick.

ROS 2 Kilted to Lyrical Luth Migration (2026): What Breaks & Fixes

By MPRAUTO MPRAUTO August 6, 2026Tech1 Comment

Migrating ROS 2 Kilted Kaiju to Lyrical Luth: breaking changes, ros2_control updates, Zenoh as the Tier-1 RMW, and a step-by-step upgrade path. 2026 guide.

LangGraph vs CrewAI vs Pydantic-AI vs Agents SDK (2026): Which to Pick

By MPRAUTO MPRAUTO August 6, 2026TechNo Comments

LangGraph vs CrewAI vs Pydantic-AI vs OpenAI Agents SDK compared on control, state, memory, streaming and production ops. A 2026 decision guide, not a benchmark.

On-Device LLM Runtimes (2026): llama.cpp vs MLC vs ONNX

By MPRAUTO MPRAUTO August 4, 2026Tech1 Comment

On-device LLM runtimes compared: llama.cpp vs MLC-LLM vs ONNX Runtime on edge SoCs - backends, quantization, throughput, memory and portability. 2026 decision guide.