No. 8
2026-07-26
the AI pulse — brewed, not raw

AiPulse — Issue No. 8

 COVER

 At Work

Automated Multi-Class Structural Damage Detection and Segmentation for Unmanned Aerial Vehicle-Based Infrastructure Inspection Using Deep Learning

The research, by presenting a three-stage deep learning framework that provides fast and accurate damage classification, pixel-level localization, and real-time reporting of infrastructures such as bridges and offshore platforms using UAVs, shows how to overcome challenges like class imbalance and low-resolution images.

UML sınıf diyagramı, Bank sınıfını ve SavingsAccount, CheckingAccount alt sınıflarını, özellikleriyle gösteriyor.

On the assessment of generative AI in modeling tasks: an experience report with ChatGPT and UML

The article, by testing ChatGPT's performance in generating UML class diagrams and OCL constraints, demonstrates that the current version suffers from syntactic and semantic errors, inconsistencies, and scalability issues even in small models; these findings are critical for understanding the current state of LLMs in software modeling and how developers can effectively use these tools.

 Building Blocks

 Global Lens

 Frontier

Görsel, açıklanabilirlik ve hesaplama verimliliği eksenlerine yerleştirilmiş üç yapay zeka yaklaşımını – Bağlantısalcı, Nöro‑Sembolik ve Sembolik – gösteriyor.

Neuro-symbolic artificial intelligence: a survey

This study systematically reviews the development over the past twenty years of neuro-symbolic artificial intelligence, which aims to endow human-like logical abilities by combining symbolic reasoning with connectionist learning, outlines its core components and applications in fields such as healthcare, robotics, and computer vision, and also addresses issues of scalability, explainability, and ethics.

 Fun & Curious

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