Accessibility bot designed to enhance the Fediverse by generating alt-text descriptions for images, video, and audio. - micr0-dev/Altbot

AI has become part of how most software gets written, and Stalwart is no exception. Here is exactly where we use it, where we deliberately do not, and why a mail server built for clusters handling millions of requests still gets its architecture written by hand.

Résumé et proposition de financiarisation des impacts (pages 96 à 100)

We introduce YapBench, a benchmark for measuring how much LLMs over-explain simple questions. Our evaluation of 76 models reveals an order-of-magnitude spread in verbosity, with newer models trending longer.

Converting CLEER accelerator energy into greenhouse gas emissions for enterprise use of closed AI models

An empirical framework for estimating the accelerator energy use of closed AI model inference

Translations of poems by Xu Lizhi (许立志), the Foxconn worker who took his own life on 30 September 2014, at the age of 24, in Shenzhen, China. Also includes an obituary with some explanatory notes.

Commission Delegated Regulation establishing a common Union rating scheme for data centres and annexes

Report on the energy efficiency of data centres in the EU

Impact’IA is a LLM environmental footprint calculator and a detailed methodology document, to help companies assess their IT environmental impact. It is the result of one year.man of research to gather academic work on this topic. It enables you, for 30 standard Gen AI models from Google, Anthopic, OpenAI and Mistral :

To compute GHG emissions, water usage, electricity consumption;
To visualize and understand the impact, from a component life cycle point of view;
To compare your results with 'similar models';
To get best practices for IT people in order to decrease environmental tootprint of Generative AI, which is a major concern. Methodology is roughly “token based” as we compute environmental impacts and then translate them to unit token. This tool was designed from a joint effort: SNCF Company, Resilio and Wavestone. Resilio and Wavestone have exceptionally skilled people and it was a pleasure for SNCF to drive this effort.

As audits enter AI regulation, ask who sets the goals, controls the tools, gains, and can contest results, write Massimo Ragnedda and Maria Laura Ruiu.

by Lauren Elise Daniels Over the past eighteen months, an increasing number of people using generative AI have requested my editing services to support their attempts at creative writing. By gen AI, I’m referring to programs that siphon the published work of human beings, not supportive AI like spell-check or the editor function of Microsoft

We analyzed 470 open-source GitHub pull requests, using CodeRabbit’s structured issue taxonomy and found that AI generated code creates 1.7x more issues.

Abstract page for arXiv paper 2511.07885: Intelligence per Watt: Measuring Intelligence Efficiency of Local AI

83 % des dépenses de cloud et de logiciels des entreprises européennes vont à des acteurs américains. Ce chiffre, révélé par le Cigref et repris en Conseil des ministres, résume à lui seul l'ampleur du problème. Mais derrière le concept de « souveraineté numérique », souvent invoqué et rarement e...

Europe is building payment infrastructure to bypass Visa and Mastercard. The stakes are €24 trillion and the timeline is accelerating fast