Blog - IoT Digital Twin PLM

PackML and the ISA-TR88 Machine State Model Architecture (2026)

By MPRAUTO MPRAUTO July 18, 2026TechNo Comments

PackML explained: the ISA-TR88 / OMAC state machine, PackTags, modes and states, and how the machine state model standardizes OEE, MES integration, and digital-twin telemetry in 2026.

Scientific Foundation Models for Chemistry, Materials, and Biology (2026)

By MPRAUTO MPRAUTO July 18, 2026Autonomous ScienceNo Comments

Scientific foundation models explained: pretraining on molecules, materials, and sequences, where the training data comes from, architectures, benchmarks, and limits in 2026.

Real-Time Treasury and Intraday Liquidity Architecture (2026)

By MPRAUTO MPRAUTO July 18, 2026TechNo Comments

Real-time treasury architecture: intraday liquidity management, cash positioning over ISO 20022, instant-payment rails, forecasting, and event-driven cash concentration - a systems view for 2026.

Kubernetes GPU Sharing: MIG, Time-Slicing, and MPS (2026)

By MPRAUTO MPRAUTO July 18, 2026KubernetesNo Comments

Kubernetes GPU sharing explained: MIG partitioning, time-slicing, and MPS trade-offs, the device plugin and DRA model, and how to raise GPU utilization without hurting isolation in 2026.

Prefill/Decode Disaggregation for LLM Serving: Architecture (2026)

By MPRAUTO MPRAUTO July 18, 2026AINo Comments

Prefill/decode disaggregation splits LLM inference into separate compute-bound and memory-bound pools: KV-cache transfer, SLO isolation, and when it beats co-located serving in 2026.

Kimi K3 Explained: Architecture, Benchmarks, and Deployment (2026)

By MPRAUTO MPRAUTO July 18, 2026AINo Comments

Kimi K3 architecture explained: Moonshot's 2.8T open MoE with 16/896 experts, Kimi Delta Attention, 1M context, GPQA 93.5, Terminal-Bench 88.3, pricing and how it compares in 2026.

Kubernetes Policy as Code: Kyverno vs OPA Gatekeeper (2026)

By MPRAUTO MPRAUTO July 16, 2026KubernetesNo Comments

Kyverno vs OPA Gatekeeper for Kubernetes policy as code: admission control, language model, mutation, image verification, and how to choose in 2026 - with a decision matrix.

LwM2M IoT Device Management Architecture (2026)

By MPRAUTO MPRAUTO July 16, 2026TechNo Comments

LwM2M IoT device management architecture: the OMA object/resource model over CoAP/DTLS, bootstrap, registration, FOTA, and observing telemetry across constrained device fleets in 2026.

Laboratory Automation Orchestration: SiLA 2 and Lab-as-Code (2026)

By MPRAUTO MPRAUTO July 16, 2026Autonomous ScienceNo Comments

Laboratory automation orchestration architecture: SiLA 2 device drivers, schedulers, experiment queues, and lab-as-code - the software layer that runs self-driving lab robots in 2026.

Payment Orchestration Platform Architecture (2026)