AI - IoT Digital Twin PLM

GraphRAG Architecture Patterns: Building Knowledge-Graph-Enhanced Retrieval for Enterprise LLM Applications

By MPRAUTO MPRAUTO April 16, 2026AINo Comments

Deep-dive into GraphRAG architecture patterns — knowledge graph construction, community detection, graph-enhanced retrieval, and when GraphRAG outperforms naive vector RAG. Benchmarks and trade-offs.

AI Agents in the Trough of Disillusionment: Why Enterprise Agent Deployments Fail and How to Fix Them

By MPRAUTO MPRAUTO April 16, 2026AINo Comments

Agentic AI is hitting Gartner's trough of disillusionment in 2026. Deep analysis of why enterprise agent deployments fail, common architectural pitfalls, and battle-tested patterns that work.

vLLM vs TensorRT-LLM vs SGLang: LLM Inference Throughput Benchmark (2026)

By MPRAUTO MPRAUTO April 16, 2026AINo Comments

Reproducible LLM inference benchmark across vLLM, TensorRT-LLM, and SGLang on H100, B200, and MI300X — tokens/sec, TTFT, cost per M tokens.

Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough

By MPRAUTO MPRAUTO April 16, 2026AINo Comments

Four agentic RAG patterns — planner-retriever, router, graph-RAG agent, reflective RAG. When each is worth it and the failure modes each introduces.

NVIDIA L4 and VMware for AI Inference

By mprcba December 8, 2025AI, ArchitectureNo Comments

Guide to NVIDIA L4 and VMware for AI Inference 1. Executive Summary The "Universal Inference" Accelerator in the Software-Defined Data Center The convergence of NVIDIA’s L4 Tensor Core GPU and…

Kling O1: The Unified AI Video Model That Solves Consistency and Redefines Editing

By mprcba December 2, 2025AI, TrendsNo Comments

A new generation of generative video technology has arrived with the launch of the Kling O1 model. This powerful engine is positioned as the industry's first truly unified multimodal video…

A Comparative Analysis of Advanced Machine Learning Models for Predictive Maintenance in Modern Manufacturing

By mprcba July 11, 2025AI, Architecture, Digital Transformation, Digital Twin, iiotNo Comments

Section 1: The Strategic Imperative of Predictive Maintenance in Industry 4.0 The advent of Industry 4.0, characterized by the convergence of digital technologies with industrial processes, has fundamentally reshaped…

Breathe Life into Children’s Stories: Guide to AI Story Book

By mprcba May 4, 2025AI, Artist, Script, StoriesNo Comments

The world of children's literature is vibrant and imaginative, and now, Artificial Intelligence (AI) offers exciting new ways for aspiring authors and illustrators to bring their unique stories to young…

A Comparative Analysis of State-of-the-Art Object Detection Models

By mprcba April 23, 2025AI, Architecture, cvNo Comments

1. Introduction 1.1 Object Detection: A Foundational Computer Vision Task Object detection stands as a cornerstone task within computer vision, aiming to identify and precisely locate object instances belonging to…

GraphRAG Architecture Patterns: Building Knowledge-Graph-Enhanced Retrieval for Enterprise LLM Applications

AI Agents in the Trough of Disillusionment: Why Enterprise Agent Deployments Fail and How to Fix Them

vLLM vs TensorRT-LLM vs SGLang: LLM Inference Throughput Benchmark (2026)

Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough

NVIDIA L4 and VMware for AI Inference

Kling O1: The Unified AI Video Model That Solves Consistency and Redefines Editing

A Comparative Analysis of Advanced Machine Learning Models for Predictive Maintenance in Modern Manufacturing

Breathe Life into Children’s Stories: Guide to AI Story Book

A Comparative Analysis of State-of-the-Art Object Detection Models

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