Open Knowledge (United Kingdom)

Educating for Trustworthy Hybrid AI: Curriculum-Level Hybridization in an MSc AI Program

The rapid development of Large Language Models (LLMs), Knowledge Graphs (KGs), and other heterogeneous AI technologies is changing not only how intelligent systems are designed but also how AI should be taught. As trustworthy AI increasingly emerges from the interaction among neu...

Self-Verification Lacks Self-Nature: Four Consecutive Measurements of an Author-Mutation Test Framework Failing Under Blind Fresh-Agent Audit

We built two small Python libraries (minpoint and ee_bot) whose stated purpose is to detect ungrounded groundings in a target computation, using mutation testing to verify that the detection mechanism has actual force. In four consecutive rounds — one round on minpoint and three...

Self-Verification Lacks Self-Nature: Four Consecutive Measurements of an Author-Mutation Test Framework Failing Under Blind Fresh-Agent Audit

We built two small Python libraries (minpoint and ee_bot) whose stated purpose is to detect ungrounded groundings in a target computation, using mutation testing to verify that the detection mechanism has actual force. In four consecutive rounds — one round on minpoint and three...

Antimicrobial resistance in Ecuador, 2000–2024: a systematic review within a One Health framework

Antimicrobial resistance (AMR) is a major global public health threat, particularly in low- and middle-income countries. In Ecuador, AMR research has expanded during the last two decades, but evidence remains fragmented and largely restricted to the human health sector. We system...