K3s vs MicroK8s vs KubeEdge: Edge K8s ADR (2026) Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inKubernetesNo Comments K3s vs MicroK8s vs KubeEdge for edge clusters — an ADR weighing footprint, offline behavior, device management, and operational cost.
LLM Agent Memory Architecture for Production (2026) Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inAINo Comments LLM agent memory architecture for production — short-term, long-term, and episodic memory patterns, retrieval, decay, and where they break.
LLM Evaluation Pipelines: LLM-as-Judge Done Right (2026) Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inAINo Comments Build an LLM evaluation pipeline that you can trust — golden sets, LLM-as-judge pitfalls, calibration, drift detection, and a reference workflow.
Humanoid Robots in Manufacturing: Reality vs Hype (2026) Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inTechNo Comments Humanoid robots in manufacturing, 2026 — where they actually work, the VLA-model stack, integration cost, ROI math, and an honest hype check.
Eclipse Ditto Digital Twin: Hands-On Tutorial (2026) Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inDigital TwinNo Comments Hands-on Eclipse Ditto digital twin tutorial — model a Thing, wire MQTT connectivity, query the twin, and expose a live API with working code.
ROS 2 DDS vs Zenoh: Robotics Middleware Compared (2026) Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inTechNo Comments ROS 2 DDS vs Zenoh compared for robotics middleware in 2026 — discovery, latency, WAN behavior, fleet scaling, and a clear decision matrix.
Asset Administration Shell: Reference Architecture (2026) Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inDigital TwinNo Comments Asset Administration Shell architecture for Industry 4.0 — AAS submodels, IEC 63278, type vs instance, repositories, and a deployment reference.
Why Hyperscalers Build Custom AI Chips (2026 Analysis) Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inTechNo Comments Why hyperscalers build custom AI chips — the economics of TPU, Trainium, and Maia, the NVIDIA tax, and what in-house silicon means for buyers.
Order Management System Architecture for Trading (2026) Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inTechNo Comments Order management system architecture for trading — event-sourced state, FIX gateways, risk checks, and idempotent execution, as a system design.
Humanoid Robots in Manufacturing: Reality vs Hype (2026) Posted by By MPRAUTO MPRAUTO May 20, 2026Posted inTechNo Comments Humanoid robots in manufacturing, 2026 — where they actually work, the VLA-model stack, integration cost, ROI math, and an honest hype check.