Blog - IoT Digital Twin PLM

Multi-LoRA Serving: Architecture for Thousands of Adapters (2026)

By MPRAUTO MPRAUTO July 23, 2026AINo Comments

Multi-LoRA serving explained: how S-LoRA and Punica serve thousands of fine-tuned adapters on one base model - unified paging, heterogeneous batching, adapter routing and the multi-tenant cost trade-offs in 2026.

Claude Sonnet 5 Explained: Architecture, Benchmarks & Pricing (2026)

By MPRAUTO MPRAUTO July 23, 2026AINo Comments

Claude Sonnet 5 explained: Anthropic's most agentic mid-tier model - the 1M-token context window, adaptive thinking, 82.1% SWE-bench Verified, $3/$15 pricing, and how it compares to Opus 4.8 and GPT-5.6 in 2026.

Autonomous Characterization: The Closed-Loop Perception Layer (2026)

By MPRAUTO MPRAUTO July 22, 2026Autonomous ScienceNo Comments

Autonomous characterization architecture: how in-situ XRD, spectroscopy and imaging feed structured results back to the model in a self-driving lab - the perception layer, data reduction, uncertainty and the human-in-the-loop checks in 2026.

Condition Monitoring and Machinery Health Architecture (2026)

By MPRAUTO MPRAUTO July 22, 2026iiotNo Comments

Condition monitoring architecture for rotating machinery: vibration and acoustic sensing, ISO 20816 thresholds, edge spectral analysis (FFT, envelope), ISO 13374 data pipeline and the alarm/diagnosis layer behind machinery health in 2026.

Card Authorization Switch and Issuer Processing Architecture (2026)

By MPRAUTO MPRAUTO July 22, 2026TechNo Comments

Card authorization switch architecture: the ISO 8583 auth flow, issuer processor stack, stand-in processing, real-time fraud scoring, ledger holds and the sub-second SLAs behind card payments in 2026. Systems analysis, not advice.

Database Branching and Ephemeral Environments: An Architecture ADR (2026)

By MPRAUTO MPRAUTO July 22, 2026DevelopmentNo Comments

Database branching for ephemeral environments: copy-on-write storage, branch-per-PR workflows, data masking, schema-diff migration testing and the cost/consistency trade-offs of Neon, PlanetScale and Postgres CoW in 2026.

Expert-Parallel MoE Inference: Serving Sparse Models at Scale (2026)

By MPRAUTO MPRAUTO July 22, 2026AINo Comments

Expert-parallel MoE inference explained: how sparse MoE models are served with expert parallelism, all-to-all routing, load balancing, expert-cache and the latency/throughput trade-offs behind GLM, Kimi and DeepSeek in 2026.

FLUX Explained: Black Forest Labs’ Image-Generation Model (2026)

By MPRAUTO MPRAUTO July 22, 2026AINo Comments

FLUX image generation model explained: Black Forest Labs' rectified-flow transformer, the dev/pro/schnell weight tiers and licenses, GenEval and ELO benchmarks, VRAM to self-host and inference cost in 2026.

Space Debris Tracking and Conjunction Assessment Architecture (2026)

By MPRAUTO MPRAUTO July 21, 2026ScienceNo Comments

How space debris tracking actually works: radar and optical sensor networks, orbit determination, covariance, probability-of-collision screening, conjunction data messages and automated collision avoidance in 2026.

Engineering Change Management Architecture: ECR to ECO in PLM (2026)

By MPRAUTO MPRAUTO July 21, 2026PLMNo Comments

Engineering change management architecture in PLM: the ECR-ECN-ECO chain, effectivity models, BOM redlining, CAB workflow, PLM-to-ERP propagation and why change cycle time is the real KPI in 2026.

IoT Digital Twin PLM