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.
OpenTelemetry for Industrial IoT Observability (2026) Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inKubernetesNo Comments OpenTelemetry for industrial IoT observability — instrument edge services, run the OTel Collector, and ship traces, metrics, and logs end to end.
AlphaFold 3 and Protein Structure Prediction Explained Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inScienceNo Comments AlphaFold 3 explained — how the diffusion-based model predicts protein, DNA, and ligand structures, why it matters, and its real limitations.
How Lithium-Ion Batteries Work (and Why They Catch Fire) Posted by By MPRAUTO MPRAUTO May 24, 2026Posted inScienceNo Comments How lithium-ion batteries work, explained — ions, cathodes, anodes, the SEI layer, and the chemistry of thermal runaway that makes them catch fire.
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.
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 inAI1 Comment Build an LLM evaluation pipeline that you can trust — golden sets, LLM-as-judge pitfalls, calibration, drift detection, and a reference workflow.
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.