Blog - IoT Digital Twin PLM

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, 2026iiot2 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, 2026Tech1 Comment

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, 2026Development2 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, 2026iiot1 Comment

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.

IoT Digital Twin PLM