Blog - IoT Digital Twin PLM

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, 2026iiotNo Comments

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, 2026TechNo Comments

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, 2026DevelopmentNo 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.

GraphRAG: Knowledge-Graph Retrieval Architecture (2026)

By MPRAUTO MPRAUTO July 24, 2026AINo Comments

GraphRAG explained: how knowledge-graph-augmented retrieval beats naive vector RAG - entity extraction, community summarization, graph traversal, hybrid retrieval and the indexing cost trade-offs for enterprise RAG in 2026.

Google Gemma 3 Explained: Architecture, Benchmarks & Deployment (2026)

By MPRAUTO MPRAUTO July 24, 2026AINo Comments

Google Gemma 3 explained: the open-weights small model family - sizes, context window, multimodality, architecture, benchmark scores, licensing and the VRAM and quantization options for on-device and edge deployment in 2026.

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.

IoT Digital Twin PLM