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Sam Shields

@smshieldsy

PhD candidate at UCSC; Researches game balancing with a focus on procedural methods and games user experience. Product and systems design background. Avid climber, backpacker, and MtG player. Proud dog dad.

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03.12.2024
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Latest posts by Sam Shields @smshieldsy

Congratulations to Dr. Shields! It was such a treat meeting him at AIIDE last year - I highly recommend checking out his work on game design analysis, he has such a great perspective on design, balance and technology: ojs.aaai.org/index.php/AI...

06.03.2026 11:27 ๐Ÿ‘ 6 ๐Ÿ” 1 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

(Yes, I passed. Yes, I've been holding onto that joke for 5+ years)

05.03.2026 19:56 ๐Ÿ‘ 2 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

As it turns out, Shields...

๐Ÿ˜๐Ÿค๐Ÿ•ถ๏ธ๐Ÿ˜Ž

Are good for defending

YEEEEEEEEAAAAAAAAAH

05.03.2026 19:55 ๐Ÿ‘ 8 ๐Ÿ” 1 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 1
Shields, S. (CM) โ€“ Procedural, Player-Centric Game Balancing โ€“ Events

My PhD defense has officially be scheduled and is open to the public! Would be honored if you could tune in or join in person.

I'm going to be talking about player-centric approaches to game balance design and proceduralization.

Calendar details here: events.ucsc.edu/event/shield...

19.02.2026 21:07 ๐Ÿ‘ 14 ๐Ÿ” 5 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Urgent question: Are rhinos considered unicorns (or vice versa)

I can't stress enough how urgent this is

26.02.2026 20:23 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

1. Majora's Mask
2. A Link to the Past
3. Tears of the Kingdom

22.02.2026 19:20 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
Shields, S. (CM) โ€“ Procedural, Player-Centric Game Balancing โ€“ Events

My PhD defense has officially be scheduled and is open to the public! Would be honored if you could tune in or join in person.

I'm going to be talking about player-centric approaches to game balance design and proceduralization.

Calendar details here: events.ucsc.edu/event/shield...

19.02.2026 21:07 ๐Ÿ‘ 14 ๐Ÿ” 5 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Couch coops were my third place growing up. Feels like we need more of those these days!

15.02.2026 19:16 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Day after submitting dissertation: solid 13 hours of sleep.

Today, I build new commander decks in celebration

13.02.2026 20:02 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Now is an excellent time to get into self-hosted, open-source applications... Especially around communication.

10.02.2026 19:08 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

Public libraries should be open 24/7

08.02.2026 20:03 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

(This isn't facetious by the way. Spider-Man and Spiderman 2 are the 2nd and 3rd best superhero movies ever made. This is, of course, because Darkman occupies the top slot. Wait a second, is Army of Darkness a superhero movie?!)

02.02.2026 17:49 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
Sam Raimi, completely casual and authentic, in a grass backyard.

Sam Raimi, completely casual and authentic, in a grass backyard.

Forget Altman, dump Bankman-Fried. Sam Raimi is the true Sam that all young, impressionable Sams need to model their Samness after. Truly the best Sam to have ever Sammed

02.02.2026 17:49 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

We are deeply saddened at the news of the passing of Magic legend Kai Budde. His achievements in the game and community go beyond what we could say in one post. Our thoughts go out to Kai's friends and family in this moment.

Remembering Kai Budde: magic.wizards.com/en/news/anno...

30.01.2026 00:59 ๐Ÿ‘ 1406 ๐Ÿ” 407 ๐Ÿ’ฌ 35 ๐Ÿ“Œ 158

Lorwyn Eclipsed is outstanding. The art style is what I've missed in magic, its draft is fun, world building is amazing, flavor is delectable. My favorite set since I've gotten back into the hobby by far

24.01.2026 18:47 ๐Ÿ‘ 2 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

A gentle reminder: if you attempt to interact with me while wearing camera/smart/AI pins or glasses, I will give you a dirty look and walk away immediately

22.01.2026 17:53 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
Badly drawn magic the gathering tokens. Who is the rebel rebelling against?! We may never know.

Badly drawn magic the gathering tokens. Who is the rebel rebelling against?! We may never know.

Seriously considering a career making MtG tokens

22.01.2026 08:34 ๐Ÿ‘ 3 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

So how common is it to constantly resist the clarion call of writing in-depth about some cool new thing you've read or realized in your topic when finishing up your dissertation...

...Because those calls are LOUD for me right now and I am easily distracted

16.01.2026 20:38 ๐Ÿ‘ 11 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Nick Cave's Soundsuits, vibrant and figure-obscuring suits that make sound with movement. Made mostly from otherwise disposable and/or unique materials.

Nick Cave's Soundsuits, vibrant and figure-obscuring suits that make sound with movement. Made mostly from otherwise disposable and/or unique materials.

(Daydreaming) Nick Cave's Soundsuits as inspiration for homemade adversarial attacks against recognition and surveillance systems. Like, Scramble suits, but for non-authority folks that emphasizes expressiveness/history/culture. People would trade them to stay anonymous and share their creativity.

15.01.2026 18:06 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
Post image

*sprays water bottle* BAD GOOGLE, BAD *sprays again*

12.01.2026 21:35 ๐Ÿ‘ 2 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
Post image

Hello my name is Sam
I sometimes paint hands

07.01.2026 19:06 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
Preview
GitHub - smshields/ExcludeSavedGoogleScholarArticles: A script that allows one to automatically filter out Google Scholar Results that you have already saved to your reading list or another collection... A script that allows one to automatically filter out Google Scholar Results that you have already saved to your reading list or another collection. - GitHub - smshields/ExcludeSavedGoogleScholarAr...

Here's a little script to exclude google scholar results of articles you've already saved to your collection. Helps focus down literature reviews as you go through a bunch of search terms. (Note: LLM tooling used in authoring of script).

github.com/smshields/Ex...

06.01.2026 23:45 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Just found out that HostGator has been redirecting my domain to some spam site for some amount of time... Which I didn't notice because my site was cached locally ๐Ÿคฆ

14.12.2025 22:19 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Curses to my first year self that thought writing a bibliography for a paper without using a .bib file was in any way going to be useful in the future

12.12.2025 03:26 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
GitHub - smshields/BibCitationMerger: A dependency-free, short Python script to merge .bib files into a single file. It removes any duplicates following a somewhat standard merge procedure, providing ... A dependency-free, short Python script to merge .bib files into a single file. It removes any duplicates following a somewhat standard merge procedure, providing the user prompts on how a given dup...

I'm not the best at keeping Zotero updated, so I had a ton of random .bib files that I needed to merge for my dissertation. I ~prototype slopped~ a quick python script to help make this a much more automated process - maybe it's useful to you all.

github.com/smshields/Bi...

07.12.2025 20:20 ๐Ÿ‘ 2 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Anything from Megaman X honestly - also anything from that soundtrack

26.11.2025 03:06 ๐Ÿ‘ 6 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

I've unfortunately got to cut back on some subscriptions. What do we think is more valuable: LinkedIn Gold or Pokemon Home?

...It's definitely Home, right?

24.11.2025 19:16 ๐Ÿ‘ 5 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
A cute bunny.

A cute bunny.

Oh also: cute bunnies attended too (5/5)

18.11.2025 19:49 ๐Ÿ‘ 2 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

A huge thank you to @luked.bsky.social for sponsoring the game night, and @matthewguz.bsky.social for organizing and running an amazing conference (along with the rest of the committee!). I'll remember this one forever. (4/5)

18.11.2025 19:49 ๐Ÿ‘ 4 ๐Ÿ” 0 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 0
The AIIDE community playing games at The Hexagon Cafe

The AIIDE community playing games at The Hexagon Cafe

Most important of all, I got to spend a great deal of time chatting, getting coffee, and playing games with these excellent folks. Tuesday night we had a super fun game night, @emilyhalina.bsky.social organized an awesome mixer, and I even squeezed in some extra magic here and there. (3/5)

18.11.2025 19:49 ๐Ÿ‘ 5 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0