Blog - IoT Digital Twin PLM

How AI Weather Forecasting Models Work: GraphCast, GenCast, Aurora (2026)

By MPRAUTO MPRAUTO July 25, 2026Science1 Comment

How AI weather forecasting models work: GraphCast graph neural networks, GenCast diffusion ensembles and Microsoft Aurora - encoder-processor-decoder design, training on reanalysis, skill vs ECMWF and honest limits in 2026.

VDA 5050 AMR Fleet Management: Reference Architecture (2026)

By MPRAUTO MPRAUTO July 25, 2026iiotNo Comments

VDA 5050 AMR fleet management explained: the MQTT-based interface between master control and mobile robots - order and state topics, node/edge graphs, traffic management and multi-vendor fleet orchestration in 2026.

Sanctions Screening & Watchlist Filtering: System Architecture (2026)

By MPRAUTO MPRAUTO July 25, 2026Tech1 Comment

Sanctions screening architecture: how watchlist filtering engines match names against OFAC and UN lists - fuzzy matching, transliteration, real-time payment screening, alert scoring and false-positive reduction in 2026.

KEDA Event-Driven Autoscaling on Kubernetes: Architecture (2026)

By MPRAUTO MPRAUTO July 25, 2026Development1 Comment

KEDA event-driven autoscaling explained: how the scaler, metrics adapter and controller drive HPA from queue depth and event sources - scale-to-zero, cold starts, 60+ scalers and production tuning on Kubernetes in 2026.

Diffusion LLMs: How Text Diffusion Models Work (2026)

By MPRAUTO MPRAUTO July 25, 2026AINo Comments

Diffusion LLMs explained: how text diffusion models replace next-token prediction with iterative denoising and parallel decoding - masked discrete diffusion, remasking, throughput trade-offs vs autoregressive models in 2026.

OpenAI Sora 2 Explained: Video Generation Architecture (2026)

By MPRAUTO MPRAUTO July 25, 2026AINo Comments

OpenAI Sora 2 explained: the diffusion-transformer video model - spacetime patches, MM-DiT with synchronized audio, latent compression, clip length, physics, deployment, pricing and honest limits in 2026.

Cloud Labs: Remote Experimentation Architecture (2026)

By MPRAUTO MPRAUTO July 24, 2026Autonomous ScienceNo Comments

Cloud lab architecture: how remote, robotic wet-labs run experiments as a service - the experiment API, scheduling and queueing, workcell orchestration, sample logistics, isolation and reproducibility behind experiment-as-a-service in 2026.

MQTT Sparkplug B Reference Architecture for IIoT (2026)

By MPRAUTO MPRAUTO July 24, 2026iiot1 Comment

MQTT Sparkplug B reference architecture: the payload spec, edge nodes and devices, birth and death certificates, state management, primary host application and how Sparkplug brings interoperability to industrial IoT in 2026.

Chargeback & Dispute Management System Architecture (2026)

By MPRAUTO MPRAUTO July 24, 2026Tech1 Comment

Chargeback and dispute management architecture: the dispute lifecycle, card-network reason codes, representment evidence assembly, deadline SLAs, pre-dispute alerts and the case-management systems behind payment disputes in 2026.

Change Data Capture with Debezium: Streaming Architecture (2026)

By MPRAUTO MPRAUTO July 24, 2026Development3 Comments

Change data capture with Debezium: log-based CDC architecture - the transaction-log reader, Kafka Connect topology, schema evolution, exactly-once delivery, snapshots and the outbox pattern for reliable event streaming in 2026.

IoT Digital Twin PLM