This paper applies the categorical test for genuine spatial computing to consumer smart glasses and argues that most current display-equipped models are augmented screens, showing text and icons fixed to the wearer's head rather than content positioned in the three-dimensional space around them.The paper separates two products the press often treats as one: audio-only smart glasses, the best-selling category, which carry a camera, a speaker, and a voice assistant with no display and no augmented reality claim, and a smaller category of display-equipped glasses marketed using augmented reality language. It describes that display-equipped category reaching mainstream retail shelves in late 2025, built around a small waveguide display with a resolution near 600 by 600 pixels, a field of view near 20 degrees, and brightness reaching several thousand nits. Those figures describe picture quality. They say nothing about where the picture actually sits. Content on these devices moves with the wearer's head the way a phone's lock screen moves with the phone, the paper argues, never holding a position in the room the way world-anchoring or occlusion would require. It distinguishes this failure of ambition from the failure the third paper in this series finds in a heavier, far more capable headset. A third, heavier tier of glasses combines tracking and spatial mapping in pursuit of the same goal, but is still limited today by battery life, weight, and a thin content library, positioned for now toward enterprise and developer use rather than everyday wear. This is the fourth paper in the five-part series.
Supporting data, adapters, predictions and code for the article *Low-Cost LoRA Fine-Tuning of Small Language Models for Multi-Step Arithmetic Reasoning* by Jake O'Grady, Asena Isik Gürhan, Chee Fong Ting and Effirul Ramlan (University of Galway). We generated 20,000 GSM8K-derived arithmetic problems with step-by-step s...
O'Grady, Jake, Gürhan, Asena Isik, Chee, Fong Ting et al.· Zenodo (CERN European Organi...· 465 citations
The results are packaged in the Greenfield Startup Model (GSM), which explains the priority of startups to release the product as quickly as possible, and the need to shorten time-to-market, by speeding up the development through low-precision engineering activities.
Carmine Giardino, Nicolò Paternoster, M. Unterkalmsteiner et al.· IEEE Transactions on Softwar...· 178 citations· ⚡14
Software startup companies develop innovative, software-intensive products within limited timeframes and with few resources, searching for sustainable and scalable business models.
M. Unterkalmsteiner, P. Abrahamsson, Xiaofeng Wang et al.· e-Informatica Software Engin...· 157 citations· ⚡17
This study conducts a case survey study based on the secondary data of the major pivots happened in 49 software startups, and demonstrates that customer need pivot is the most common among all pivot types.
Sohaib Shahid Bajwa, Xiaofeng Wang, Anh Nguyen-Duc et al.· Empirical Software Engineeri...· 127 citations· ⚡15
The comparison of adopter and non-adopter sample reveals three potential adoption inhibitor, security, data privacy, and portability, which underlines the importance of the technical and security perspectives for research investigating the adoption of technology.
Nattakarn Phaphoom, Xiaofeng Wang, S. Samuel et al.· Journal of Systems and Softw...· 111 citations· ⚡8
Objective There is dearth of information on the timeliness of antenatal care (ANC) uptake. This study aimed to determine the timely ANC uptake by a medically trained provider (MTP) as per the World Health Organization (WHO) recommendations and the country guideline. Methods Cross-sectional survey was done with 2,731 wo...
B. Sarker, Musfikur Rahman, T. Rahman et al.· PLoS ONE· 89 citations· ⚡7