Blog - IoT Digital Twin PLM

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

By MPRAUTO MPRAUTO July 16, 2026AI1 Comment

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, 2026AI1 Comment

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, 2026Kubernetes1 Comment

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, 2026AI1 Comment

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)

By MPRAUTO MPRAUTO July 13, 2026AINo Comments

Grok 4.20 architecture explained: the 4-agent council, 2M-token context, benchmarks, pricing, and how xAI's flagship compares to GPT-5 and Claude in 2026.

AI for Science Landscape 2026: Periodic Labs, Lila Sciences, and the Self-Driving-Lab Race

By MPRAUTO MPRAUTO July 12, 2026TechNo Comments

A 2026 map of the AI-for-science landscape: Periodic Labs, Lila Sciences, Berkeley A-Lab, Emerald Cloud Lab, and academic SDLs — capital, technical approach, moats, and honest caveats.

The Autonomous Materials-Discovery Pipeline: Closed-Loop Synthesis and Characterization (2026)