MPR CB, Author at IoT Digital Twin PLM

Laboratory Automation Orchestration: SiLA 2 and Lab-as-Code (2026)

By MPRAUTO MPRAUTO July 16, 2026Autonomous ScienceNo Comments

Laboratory automation orchestration architecture: SiLA 2 device drivers, schedulers, experiment queues, and lab-as-code - the software layer that runs self-driving lab robots in 2026.

Payment Orchestration Platform Architecture (2026)

By MPRAUTO MPRAUTO July 16, 2026TechNo Comments

Payment orchestration platform architecture: routing across PSPs, cascading retries, tokenization vaults, smart routing, and reconciliation - a systems view for 2026.

Continuous Batching for LLM Inference: Architecture and Throughput (2026)

By MPRAUTO MPRAUTO July 16, 2026AINo Comments

Continuous batching (in-flight batching) for LLM inference: iteration-level scheduling, prefill/decode interleaving, and how it lifts GPU throughput without hurting latency in 2026.

GLM-5.2 Explained: Architecture, Benchmarks, and Deployment (2026)

By MPRAUTO MPRAUTO July 16, 2026AINo Comments

GLM-5.2 architecture explained: Zhipu's 744B MoE with ~40B active, 1M-token IndexShare context, MIT weights, SWE-bench Pro 62.1, pricing, and how it compares in 2026.

IoT Device Identity and Attestation Architecture (2026)

By MPRAUTO MPRAUTO July 13, 2026TechNo Comments

IoT device identity and attestation architecture: hardware roots of trust, DICE, TPM/secure elements, provisioning, and remote attestation for device fleets in 2026.

ML Interatomic Potentials: Simulation-in-the-Loop Discovery (2026)

By MPRAUTO MPRAUTO July 13, 2026Autonomous ScienceNo Comments

Machine learning interatomic potentials explained: MACE, foundation potentials, and GNoME-class screening that narrows the search before robots run experiments.

Agentic Payments Architecture: How AI Agents Pay Safely (2026)

By MPRAUTO MPRAUTO July 13, 2026TechNo Comments

Agentic payments architecture: how AI agents authorize and settle purchases with scoped mandates, tokenization, and verifiable intent - a systems view for 2026.

OpenTelemetry Logs: Unified Telemetry Pipeline Architecture (2026)

By MPRAUTO MPRAUTO July 13, 2026KubernetesNo Comments

OpenTelemetry logs and a unified telemetry pipeline: the Collector, log-trace correlation, OTTL processing, tail sampling, and cost control patterns for 2026.

LLM Model Routing Architecture: Cost and Quality at Scale (2026)

By MPRAUTO MPRAUTO July 13, 2026AINo Comments

LLM model routing architecture: how to route requests across models by cost, quality, and latency with semantic routers, cascades, and eval-driven policies in 2026.

Grok 4.20 Explained: Architecture, Benchmarks, and Deployment (2026)