Tootfinder

Here's the cover from a really great book of short stories, from 2010, named "Shadow Show".
The stories, written by a wide variety of top-notch authors, such as Margaret Atwood and Harlan Ellison, each celebrate Ray Bradbury's life and writing.
(The book cover art is by Tom Gauld--I found it searching online for Gauld's cartoons.)
#Writing

CaTE Data Curation for Trustworthy AI
Mary Versa Clemens-Sewall, Christopher Cervantes, Emma Rafkin, J. Neil Otte, Tom Magelinski, Libby Lewis, Michelle Liu, Dana Udwin, Monique Kirkman-Bey
https://arxiv.org/abs/2508.14741

CaTE Data Curation for Trustworthy AI
This report provides practical guidance to teams designing or developing AI-enabled systems for how to promote trustworthiness during the data curation phase of development. In this report, the authors first define data, the data curation phase, and trustworthiness. We then describe a series of steps that the development team, especially data scientists, can take to build a trustworthy AI-enabled system. We enumerate the sequence of core steps and trace parallel paths where alternatives exist. …

The core members of the band Flight Brigade include Ollie Baines (lead vocals, guitar), Miriam Baines (accordion, vocals), Dorry Hughes (violin, vocals), Thomas Pink (guitar), Jonny Barker (keys), Tom Clay (bass), and Neil Blandford (drums). This seven-piece folk-influenced band has been active since 2015, blending various instruments to create their signature sound.
#flightBrigade…

Beyond Quantification: Navigating Uncertainty in Professional AI Systems
Sylvie Delacroix, Diana Robinson, Umang Bhatt, Jacopo Domenicucci, Jessica Montgomery, Gael Varoquaux, Carl Henrik Ek, Vincent Fortuin, Yulan He, Tom Diethe, Neill Campbell, Mennatallah El-Assady, Soren Hauberg, Ivana Dusparic, Neil Lawrence
https://arxiv.org/abs/2509…

Beyond Quantification: Navigating Uncertainty in Professional AI Systems
The growing integration of large language models across professional domains transforms how experts make critical decisions in healthcare, education, and law. While significant research effort focuses on getting these systems to communicate their outputs with probabilistic measures of reliability, many consequential forms of uncertainty in professional contexts resist such quantification. A physician pondering the appropriateness of documenting possible domestic abuse, a teacher assessing cultu…