







Here's a quick and handy list of options to turn to when thinking about how to disclose AI use in your own work. Cover image credit: Peter Musser, CC-0/public domain
Guest Post — Research Needs a Shared Standard for AI Disclosure - The Scholarly Kitchen
Today's guest post presents outcomes of the WCRI's (World Conferences on Research Integrity) Focus Track to address this gap in clarity and standardization of AI disclosure.

Privacy Considerations with AI Tools
Artificial intelligence (AI) tools come in all sorts of flavors. There are notetaking and transcription tools, chatbots, device-wide agentic AI features, grammar and writing tools, translation assistants, AI summaries, and research tools, among others. As a term, “AI” may refer to features in apps, apps themselves, third-party plug-ins, or a...
Open source project contains hidden instruction for “AI” agents: delete my code
It’s no secret there’s a war going on inside the open source community, with people adopting “AI” on one side, and those that want nothing to do with it on the other. While the former are, by nature, using destructive tactics like mass website scraping, license washing, taking people’s creative works without permission, taking all the RAM and GPUs, and oh, destroying the planet, the latter have mostly stuck to fairly benign things like policies banning “AI” use, “AI” bot blockers, and the occasional honey pot mazes to trap “AI” crawlers.
Code of Practice on Transparency of AI-generated Content
This code of practice supports compliance with the AI Act transparency obligations related to marking and labelling of AI-generated content.
Using AI in open source
If you want to use AI to help you contribute to one of the projects I maintain, I would be delighted. But I have rules.

Private AI engineering and product notes
First-hand engineering notes about private AI, end-to-end encryption, confidential computing, encrypted memory, and Confer.

Questioning AI Resource List
Excellent summary of major problems with companies’ focus on AI written by expert in machine learning: https://ludic.mataroa.blog/blog/i-will-fucking-piledrive-you-if-you-mention-ai-again/ Another good summary piece that includes many examples (in general Ed Zitron’s work is a great resource): ...

I'm done using AI
Why I'm stopping using AI for coding (and anything else) after using it earnestly for a year and coming to understand the harms it causes on personal, societal, and environmental levels.


AI Use in The Scholarly Kitchen - The Scholarly Kitchen
Some thoughts on the reader response the Scholarly Kitchen has seen regarding AI use by authors, a recent Nature News article on the efficacy of AI detection tools, and why it's important to keep experimenting to figure out what's ethically acceptable.

AI Principles
A guiding framework for our responsible development and use of AI, alongside transparency and accountability in our AI development process.
The only reason you’ll ever need not to write with AI — The Carlson Lab
Over the last year, our lab has been developing a policy on AI use. To do this, we did three main things: We read a lot of academic publications and tech news. We set up an #ai channel on our lab Slack to share news, experiences, and memes. We had several long and grueling lab meetings talk

God Damn AI is making me dumb
It's so god damn tempting to use AI to write. Whether it is articles, code, or documents. I feel like using AI is diminishing my ability to write myself. ...

in my imagination of the future, of AIs doing raw research, it was the AIs that had full control over the proofs they wrote--attribution was clear, and so was the choice to disclose it. but as it stands we are in some hybrid situationship where the human prompter still assumes responsibility.
If you're going to cite that NBER report from OpenAI about "how people use AI," you've got to at least caveat it. We have no way to directly verify most of the report, and we do have at least one good reason, via indirect evidence and quoted below, to not trust it. nber.org/papers/w34255
Maria Antoniak
Not the point of the OP, but I was curious and took a closer look at this 2025 piece from OpenAI. Much could be said, but it fails my go-to test for all of these pieces about "how people actually use AI": the tokens "sex" "erotic" and "NSFW" do not appear in the paper.