How and when should LLM guardrails be deployed to balance safety and user experience? Our #EMNLP2025 paper reveals that crafting thoughtful refusals rather than detecting intent is the key to human-centered AI safety. 📄 arxiv.org/abs/2506.00195 🧵[1/9]

[9/9] Big THANKS to my amazing collaborators @jiajiah.bsky.social @pigeonzow.bsky.social Motahhare Eslami, Jena Hwang @faebrahman.bsky.social, @carolynrose.bsky.social @maartensap.bsky.social from @ltiatcmu.bsky.social Pareto.ai @sfu.ca @ai2.bsky.social ♥️ 📂 github.com/EEElisa/LLM-Guardrails

Some life updates here: got a car, managed to escape grad school, working on expert data curation and future of work these days, had a new cat, moved back to SF, finally feels alive now.

I’m back!

Look at my kitty ❤️❤️

Ok, guys I cleared out the fridge and I… OH NO

Got Covid again 😢

Vibe > existing follower count in getting new followers

People tweeting vs people skeeting

From what I’ve see, most proposed LLM based tool is really just as a proof of concept. If all the “moderation tool” do is to prompt the GPT to produce a formatted JSON file, there’s no way to tune and no barriers of entry.

Repost as reminder 👀

The memes are too good

The eternal September is pretty awesome after all.

Bsky post giving out jazzing vibe ❤️

Can confirm.

Must! Share! Capybaras!

This too, shall pass 🧘

My daily reminder of Crazy people posts, but most people are neither crazy nor post.

it’s important for y’all to realize that this app is wild right now because all of you are posters. you’re probably not meant to meet each other in the wild without a cushioning biome of lurkers around

[1/] My immediate world has been crazy lately, centralized and decentralized social media, generative AI, political ideology getting extreme. Making sense of those madness makes me feel vulnerable and disoriented.

This is awesome 😎

Professor @nc2y.bsky.social is here!!

Invited bunch of CMU friends to bsky!

Bluesky SF Meetup #2 happening next Wed (5/3) at the SF Commons. @emily.bsky.team and I will be there to hangout, answer q's, handout invites, etc. Pls RSVP 💙🦋: https://lu.ma/54jtbp4n

Little piggie vibe

Some how @jaz.bsky.social’s post interacted based social graph really incentivize me to post more.

STEAL HER LOOK: - lace blouse by chanel - straw boater hat by dior - engraved locket with your true love’s photo - an obituary that reads “she remained a spinster, sharing a room with her best friend until death did they part”

I’ve already been curious about the question “can vibe scale”. It often goes small community has good vibe -> people rush in to experience the vibe through consumption rather than creation -> social signal needed for identify who creates the vibe.

Feeling the love of the bsky community like …

Does a healthy community self regulate the same way a healthy person does? Playing infinite games, pursue balance and wholesomeness, have trust ?

What does it take for a community to remain healthy and self regulate?

Love the energy the devs and the artists brought ✨✨✨

Beautiful social graph!

co pilot really super charged my coding skills! I didn’t realize how much dyslexia has make it extremely difficult for me to code until I start to use co-pilot.

诸可还者，自然非汝，不汝还者，非汝而谁 ✨

I forget where I heard the term, but someone mentioned to me about adopting the moniker “web0” to refer to this reset. I can’t wait to see a At protocol implementation in Pyscript and get truly serverless social app fabric in the browser/client.

totally agree! Spend sometimes reading the documentation today and it really felt that bsky is aligned with the early internet ethos from the design of protocols and up.

The api tooling seems like a helpful repo for me to figure out how to do data collection

first impersonator spotted 👀

@phoebe.bsky.social is here!!

BLUESKY 4/23

ATProtocol Ecosystemにぽーまんさんが作ったクライアント「Skylight」を僕がカスタマイズした「Skylight Bluesky Style」もあって良かった。プルリクエストをした甲斐があった。 bluesky-social/atproto-ecosystem: list of projects and implementations in the AT protocol ecosystem https://github.com/bluesky-social/atproto-ecosystem

Community curation is really more a intricate art than science. All about vibe building.

Just realize bsky still have the nice wholesome village vibe despite there’s many people from different countries hanging out here now.

이 기능들 정말 좋다 직관적인 이미지 필터링 기준 두가지, 자극적인 요소 필터링, 그리고 혐오그룹 필터링과 스팸 및 불량이용자 등등 필터링까지 다 있음 그리고 앞으로 이런 설정들이 세세해지고 그걸 개발자들이 지지해줄거란 믿음이 있는게 좋다

capy capybara！

gm

hi to @julianslzr.bsky.social !!!

Really wish for a improved @ function where we can search for users without having to exit from editing a post @pfrazee.com