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Anuj Gupta

@mettalrose

Asst. Professor @usouthflorida. GenAI in education. AR/VR. Algorithms. Computational Research. Digital Writing Technologies. UI/UX. Rhetoric, writing studies, technical communication.

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Latest posts by Anuj Gupta @mettalrose

Image of Anuj Gupta's slide for the presentation with a photo of him and the title of the talk

Image of Anuj Gupta's slide for the presentation with a photo of him and the title of the talk

I had a great time today delivering the keynote lecture at the University of Central Florida's Knights Write Conference, titled "AI Slop: What, Why, How? - Understanding, Diagnosing, and Tackling the Flood of Low-Quality AI Content"

Thanks so much to the organisers!

cah.ucf.edu/writingrheto...

18.02.2026 22:23 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Such a helpful piece on what is meant by β€œAI agent.” Includes context on the quest for AGI and lists characteristics associated with β€œagents”:

β€œcomplex problem solving,

tool use with potential independence from a chatbot dialog interface,

autonomy,

specialization,

optional persona”

11.12.2025 15:48 πŸ‘ 5 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0
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What is a "GenAI agent"? How is it different or similar to ChatGPT or other AI tools?

Thanks to @annamillsoer.bsky.social, I've become more attuned to the slipperiness of the term "GenAI agent" which means so many different things to so many different people. Here is my current understanding of the term, which I'm looking forward to refine and expand: substack.com/home/post/p-...

11.12.2025 14:32 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 1

Thanks so much for amplifying my work, Anna! :)

08.12.2025 20:31 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Excited to dive into @mettalrose.bsky.social's dissertation, β€˜Learning To Talk to Generative AI Chatbots’: A Corpus Study of Generative AI Prompts, an Emerging Genre for AI Literacy repository.arizona.edu/handle/10150...

08.12.2025 20:30 πŸ‘ 4 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0

Sloan is always perceptive, and here I think he's put his finger on something important.

It's not just that language models are good at code, but that they're good at helping people translate their problems *into* code.

They both create a new opportunity surface and reduce barriers to entry there.

08.12.2025 16:33 πŸ‘ 21 πŸ” 2 πŸ’¬ 2 πŸ“Œ 1
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OpenAI loses fight to keep ChatGPT logs secret in copyright case OpenAI must produce millions of anonymized chat logs from ChatGPT users in its high-stakes copyright dispute with the New York Times and other news outlets, a federal judge in Manhattan ruled.

For those of you interested in issues of copyright and privacy with regards to GenAI, here is a very important recent legal development that would be helpful to talk about with students in AI literacy units:

www.reuters.com/legal/govern...

04.12.2025 17:52 πŸ‘ 1 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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A systematic examination of generative artificial intelligence (GenAI) use guidelines in applied linguistics journals The unannounced appearance of GenAI in 2022 and the speed of its adoption by researchers have left many questions unanswered about its accepted ethica…

For academic writers, editors, and publishers looking for a systematic overview of emerging GenAI policies in an academic field, please see Yin and Chapelle's (2025) excellent paper which provides this for the field of applied linguistics: www.sciencedirect.com/science/arti...

25.11.2025 15:33 πŸ‘ 3 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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USF faculty reframes what literacy means in the age of generative artificial intelligence University of South Florida

Grateful for this feature by Georgia Jackson about my work on GenAI literacy at @CASatUSF. So grateful to be working with amazing colleagues at @joinusfenglish as we help shape what literacy means in the age of GenAI.
www.usf.edu/arts-science...

24.11.2025 20:35 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
β€˜Learning To Talk to Generative AI Chatbots’: A Corpus Study of Generative AI Prompts, an Emerging Genre for AI Literacy

My PhD dissertation is now available for download to anyone in the world πŸ™‚

β€˜Learning To Talk to Generative AI Chatbots’: A Corpus Study of Generative AI Prompts, an Emerging Genre for AI Literacy

repository.arizona.edu/handle/10150...

19.11.2025 20:33 πŸ‘ 7 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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Heuristic to Design Your GenAI Use Policy A set of questions and resources to help you think as you design a GenAI Use Policy for your classes

As we wrap up 2025 and prep Spring 2026 syllabi, GenAI policies are on top of everyone's mind. I built a simple question-based heuristic to clarify my own thinking on GenAI for my class. If you’re drafting a GenAI policy, consider this to guide you: mettalrose.substack.com/p/heuristic-...

14.11.2025 16:54 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

An important milestone of growing as a researcher involves transitioning from ignoring or rushing through literature reviews while reading research articles, to admiring and savouring them, especially when they are really well done.

07.11.2025 15:12 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

An important milestone of growing as a researcher involves transitioning from ignoring or rushing through literature reviews while reading research articles, to admiring and savouring them, especially when they are really well done.

07.11.2025 15:11 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Course Description (4/4): This course will help you navigate these emerging possibilities and uncertainties by developing GenAI literacies, which refers to a range of functional and critical skills that will help you feel confident about navigating the impact of GenAI in your professional lives.

04.11.2025 16:46 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Course Description (3/4): Many are excited about the new opportunities for meaning-making that these tools make possible, while there are also rising ethical concerns like the potential automation of traditional jobs that these tools might enable.

04.11.2025 16:46 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Course Description (2/4): It is both an exciting and scary time to be a college student, with Generative AI writing technologies rapidly transforming how we read, write, and learn.

04.11.2025 16:46 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Poster for Dr. Anuj Gupta's class ENC 3370: Writing Technologies (Generative AI Literacies for Professional Contexts).

Poster for Dr. Anuj Gupta's class ENC 3370: Writing Technologies (Generative AI Literacies for Professional Contexts).

Gearing up for teaching next semester at USF!

ENC 3370: Writing Technologies
(Generative AI Literacies for Professional Contexts)

Artwork by Yutong Liu & Digit / betterimagesofai.org / creativecommons.org/licenses/by/...

(1/4)

04.11.2025 16:46 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Humans In The Loop | Official Trailer | Netflix India
Humans In The Loop | Official Trailer | Netflix India YouTube video by Netflix India

The brilliant movie "Humans in the loop" that shows AI development from the perspective of data labellers in India--whose knowledge systems often come into conflict with the annotation protocols they work with--is now on Netflix! Excellent to show in AI literacy classes:

youtu.be/t0bB5X98TrQ?...

31.10.2025 14:45 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

A really important but occluded research skill is finding and categorizing sources into a personal library that you can draw from when you write. Realizing more and more everyday that folder management in Zotero is something really worth investing time and energy into.

31.10.2025 13:56 πŸ‘ 4 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

"What why how when where" are the main question words in English which shape research inquiries in the west. Do you know of any other kinds of question words, probably from other languages or cultures which open up possibilities for asking different research questions than what English allows?

25.10.2025 17:02 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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GenAI alignment is a wicked problem Prompt engineering is one of many ways we can tackle parts of it

After three years of researching GenAI prompt engineering, here is what I've learnt:
(#SIGODC25)

open.substack.com/pub/mettalro...

25.10.2025 01:52 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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GenAI alignment is a wicked problem Prompt engineering is one of many ways we can tackle parts of it

After 3 years of researching AI prompt engineering, here is where my thinking is right now. This is an extended version of a presentation I gave at #SIGODC25:

GenAI Alignment is a wicked problem:
Prompt engineering is one of many ways we can tackle parts of it

open.substack.com/pub/mettalro...

24.10.2025 13:58 πŸ‘ 3 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
Image is the first page of a slide-deck. 
Title: Mapping the emerging rhetorical landscape of AI prompt engineering. 

Details of speakers: Anuj Gupta, University of South Florida, Lance Cummings, UNC Wilmington, Christine Masters-Wheeler, Francis Marion University, Nupoor Ranade, Carnegie Mellon University 

Session 1B: Room 213 (SUB Playa) 
Friday, Oct 24, 8.30-9.30 CST| SIGDOC 2025

Image is the first page of a slide-deck. Title: Mapping the emerging rhetorical landscape of AI prompt engineering. Details of speakers: Anuj Gupta, University of South Florida, Lance Cummings, UNC Wilmington, Christine Masters-Wheeler, Francis Marion University, Nupoor Ranade, Carnegie Mellon University Session 1B: Room 213 (SUB Playa) Friday, Oct 24, 8.30-9.30 CST| SIGDOC 2025

If you are at #SIGDOC25 please join us to reflect on the emerging rhetorical landspace of AI prompt engineering!

23.10.2025 14:42 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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GenAI and the Messiness of Copyright A reading recommendation

What I'm teaching in my class module on GenAI Ethics this week: GenAI and the Messiness of Copyright (a reading recommendation)

mettalrose.substack.com/p/genai-and-...

21.10.2025 12:34 πŸ‘ 2 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0
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omni - HuggingChat Use omni with HuggingChat

Folks interested in LLMs built keeping ethics at forefront, @huggingface β€œOmni Chat" gives access to over 100 open-source models. Some, like Apertus in it, are multilingual, trained on publicly available texts, & designed to minimize environmental impact: huggingface.co/chat/models/...

19.10.2025 22:01 πŸ‘ 9 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0

i’m less concerned about this now. i experienced deep flow vibecoding yesterday. in some ways it was actually deeper than manual coding because (when it worked well) i was able to explore ideas and directions that would normally take me days (due to lack of domain knowledge, boilerplate etc)

06.10.2025 12:18 πŸ‘ 124 πŸ” 7 πŸ’¬ 4 πŸ“Œ 6

What do you guys think of the outlook emoji reaction feature where we can respond to an email with something like a thumbs up or a heart? I kind of like it because it makes a bureaucratic genre more humane, but I also wonder if to some people, this feature seems a little out of place :D

03.10.2025 18:00 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Thanks so much for the shoutout @heatherfro.bsky.social! Grateful to be building coding capacities in the humanities with you : )

Also, appreicate @literaturegeek.bsky.social taking out the time to live-skeet the talk!

02.10.2025 19:25 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Every Noise at Once

This is the craziest genre-map of musical sub-genres on the internet. Will take a lifetime to explore this. What a treasure! everynoise.com

Each sub-genre you select also leads to a spotify playlist of artists you can explore!

01.10.2025 20:00 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Every Noise at Once

This is the craziest genre-map of musical sub-genres on the internet. Will take a lifetime to explore this. What a treasure! everynoise.com

01.10.2025 19:59 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 2