Blog - IoT Digital Twin PLM

Collateral and Margin Management Architecture for Derivatives (2026)

By MPRAUTO MPRAUTO July 21, 2026TechNo Comments

Collateral and margin management architecture: initial vs variation margin, SIMM calculation, CCP waterfalls, intraday margin calls, optimisation engines and the data model behind them in 2026.

Post-Quantum Cryptography Migration: A Crypto-Agility ADR (2026)

By MPRAUTO MPRAUTO July 21, 2026SecurityNo Comments

Post-quantum cryptography migration for platform teams: ML-KEM and ML-DSA rollout, hybrid TLS key exchange, cryptographic inventory, PKI and firmware signing, and a crypto-agility decision record for 2026.

Inkling Explained: Thinking Machines Lab’s 975B Open-Weights MoE (2026)

By MPRAUTO MPRAUTO July 21, 2026AINo Comments

Inkling architecture explained: Thinking Machines Lab's 975B/41B-active open-weights multimodal MoE with 1M context, controllable thinking effort, Apache 2.0 weights, benchmarks and deployment cost in 2026.

Reasoning-Effort Control in LLM Serving: Thinking Budgets (2026)

By MPRAUTO MPRAUTO July 21, 2026AINo Comments

Reasoning-effort control lets one model span cheap and deep modes: thinking-budget APIs, token accounting, routing policy, SLO impact and the failure modes of adaptive test-time compute in 2026.

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, 2026Kubernetes1 Comment

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)