MPR CB, Author at IoT Digital Twin PLM

Self-Driving Lab Data Provenance and Reproducibility (2026)

By MPRAUTO MPRAUTO July 23, 2026Autonomous ScienceNo Comments

Self-driving lab data provenance: experiment lineage, ELN/LIMS integration, versioned protocols and FAIR data - why replayability is the hard part of autonomous discovery, and the architecture that makes it reproducible in 2026.

Industrial IoT Time-Series Data Platform Architecture (2026)

By MPRAUTO MPRAUTO July 23, 2026iiotNo Comments

Industrial IoT time-series data platform architecture: high-rate telemetry ingestion, TSDB selection, downsampling and rollups, retention tiers, compression and the query layer feeding dashboards and digital twins in 2026.

Reconciliation Engine Architecture for Payments (2026)

By MPRAUTO MPRAUTO July 23, 2026TechNo Comments

Reconciliation engine architecture: how payments platforms match ledger, processor and bank records - ingestion, normalization, matching strategies, break management and the exception workflow behind money movement in 2026.

ClickHouse vs Druid vs Pinot: Real-Time OLAP ADR (2026)

By MPRAUTO MPRAUTO July 23, 2026DevelopmentNo Comments

ClickHouse vs Druid vs Pinot: a real-time OLAP architecture decision record - ingestion, indexing, upserts, concurrency, star-schema joins and the cost/latency trade-offs for user-facing analytics in 2026.

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.