Juliet Shen
@julietshen.bsky.social
product @roost.tools. just another extremely earnest and Very Online idealist. proud public school alum with roots in the desert 🌵 full of personal opinions like the skeets below
trust & safety, birds, hockey 🖤
trust & safety, birds, hockey 🖤
Pinned
Juliet Shen
@julietshen.bsky.social
· Jan 14
hi new pinned post time: I skeet mostly about online safety, open source software, internet policy, fan posts about the bird feed, and my cat maumau
cannot get over mina-sue forgetting the dudes' names lmaooooo
February 9, 2026 at 11:28 PM
cannot get over mina-sue forgetting the dudes' names lmaooooo
Reposted by Juliet Shen
As LLMs become more central to T&S workflows, our new brief offers practical guidance for engineers & practitioners on improving multilingual moderation and reducing inequities across language communities.
Read the full brief:
Read the full brief:
Better Global Tools, Better Global Communities: Recommendations for Trust & Safety Teams When Building and Procuring Multilingual Tools
Research has shown that automated Trust & Safety (T&S) tools often fall short in languages other than English. As part of research conducted by CDT to understand the challenges of moderating low resource but widely-spoken languages, we convened four roundtables made up of AI experts and data annotators between April 2024 and March 2025 to […]
cdt.org
February 9, 2026 at 5:38 PM
As LLMs become more central to T&S workflows, our new brief offers practical guidance for engineers & practitioners on improving multilingual moderation and reducing inequities across language communities.
Read the full brief:
Read the full brief:
Reposted by Juliet Shen
Automated Trust & Safety (T&S) tools too often perform poorly in widely spoken, low-resource languages. CDT convened four roundtables with AI experts & data annotators to dig into why — and how to build tools that work equitably for all users, not just English speakers. cdt.org/insights/bet...
February 9, 2026 at 5:38 PM
Automated Trust & Safety (T&S) tools too often perform poorly in widely spoken, low-resource languages. CDT convened four roundtables with AI experts & data annotators to dig into why — and how to build tools that work equitably for all users, not just English speakers. cdt.org/insights/bet...
Reposted by Juliet Shen
1/ ProPublica collected handwritten letters in mid-January from children held at the Dilley Immigration Processing Center, the same facility where 5-year-old Liam Conejo Ramos was taken.
Hundreds of kids are still detained.
We’ll let the children’s words speak for themselves. 🧵
Hundreds of kids are still detained.
We’ll let the children’s words speak for themselves. 🧵
February 9, 2026 at 12:25 PM
1/ ProPublica collected handwritten letters in mid-January from children held at the Dilley Immigration Processing Center, the same facility where 5-year-old Liam Conejo Ramos was taken.
Hundreds of kids are still detained.
We’ll let the children’s words speak for themselves. 🧵
Hundreds of kids are still detained.
We’ll let the children’s words speak for themselves. 🧵
shoutout to google maps for leading me into a super icy unsalted/unshoveled path with a bunch of stairs too far away from alternate routes lol
days since icy stairs kicked my butt: 0
days since icy stairs kicked my butt: 0
February 9, 2026 at 6:28 PM
shoutout to google maps for leading me into a super icy unsalted/unshoveled path with a bunch of stairs too far away from alternate routes lol
days since icy stairs kicked my butt: 0
days since icy stairs kicked my butt: 0
Reposted by Juliet Shen
When he gave the Grammy to that young boy who made everyone think of Liam…even if that wasn’t actually Liam, it was just the perfect way of cutting through all the bullshit.
Every kid impacted by this administration’s cruelty is another Liam.
Every kid impacted by this administration’s cruelty is another Liam.
February 9, 2026 at 1:43 AM
When he gave the Grammy to that young boy who made everyone think of Liam…even if that wasn’t actually Liam, it was just the perfect way of cutting through all the bullshit.
Every kid impacted by this administration’s cruelty is another Liam.
Every kid impacted by this administration’s cruelty is another Liam.
Reposted by Juliet Shen
I’m getting old. That made me cry.
February 9, 2026 at 1:33 AM
I’m getting old. That made me cry.
crying while dancing
February 9, 2026 at 1:49 AM
crying while dancing
Reposted by Juliet Shen
Bad Bunny “together we are America”
February 9, 2026 at 1:35 AM
Bad Bunny “together we are America”
we're moving furniture out of the way in anticipation of the halftime show
February 9, 2026 at 1:06 AM
we're moving furniture out of the way in anticipation of the halftime show
Reposted by Juliet Shen
The Dunkin ad is in the uncanny valley — not the one for CGI, the one that’s too bad to be funny but not bad enough to be funny again about how bad it is
February 9, 2026 at 1:02 AM
The Dunkin ad is in the uncanny valley — not the one for CGI, the one that’s too bad to be funny but not bad enough to be funny again about how bad it is
Reposted by Juliet Shen
Using the clean edit of Backstreet's Back for a fucking crypto commercial is grounds for a violent revolution
February 9, 2026 at 1:01 AM
Using the clean edit of Backstreet's Back for a fucking crypto commercial is grounds for a violent revolution
Reposted by Juliet Shen
the coinbase commercial was a karaoke rugpull
February 9, 2026 at 1:02 AM
the coinbase commercial was a karaoke rugpull
the backstreet boys karaoke had us all going and then we all collectively screamed when we saw it was crypto
February 9, 2026 at 1:02 AM
the backstreet boys karaoke had us all going and then we all collectively screamed when we saw it was crypto
shoutout to the NYC bar playing heated rivalry nonstop with a break for bad bunny then back to heated rivalry
February 9, 2026 at 12:45 AM
shoutout to the NYC bar playing heated rivalry nonstop with a break for bad bunny then back to heated rivalry
my mayor told me to stay inside and watch reality TV so I'm staying inside and watching singles inferno
ty @mayor.nyc.gov
ty @mayor.nyc.gov
February 8, 2026 at 5:28 PM
my mayor told me to stay inside and watch reality TV so I'm staying inside and watching singles inferno
ty @mayor.nyc.gov
ty @mayor.nyc.gov
Reposted by Juliet Shen
I’m back from FOSDEM! Here’s a little blog post about our first time attending as @roost.tools:
cassidyjames.com/blog/roost-o...
#TrustAndSafety #FOSDEM #FOSDEM2026 #OpenSource
cassidyjames.com/blog/roost-o...
#TrustAndSafety #FOSDEM #FOSDEM2026 #OpenSource
ROOST at FOSDEM 2026
Showing up for the Open Source community
cassidyjames.com
February 7, 2026 at 3:01 AM
I’m back from FOSDEM! Here’s a little blog post about our first time attending as @roost.tools:
cassidyjames.com/blog/roost-o...
#TrustAndSafety #FOSDEM #FOSDEM2026 #OpenSource
cassidyjames.com/blog/roost-o...
#TrustAndSafety #FOSDEM #FOSDEM2026 #OpenSource
as much as I complain about the cold, I am so enamored with watching snow fall and catching a glimpse of it under street lights
so pretty
so pretty
February 7, 2026 at 5:52 AM
as much as I complain about the cold, I am so enamored with watching snow fall and catching a glimpse of it under street lights
so pretty
so pretty
those two islander goals in the last 3 minutes of the game were BRUTAL
February 6, 2026 at 2:59 AM
those two islander goals in the last 3 minutes of the game were BRUTAL
devils vs Islanders let's goooooo
[said without hope]
[said without hope]
February 5, 2026 at 11:28 PM
devils vs Islanders let's goooooo
[said without hope]
[said without hope]
I love juncos, they've been hanging out on my fire escape lately
February 5, 2026 at 11:24 PM
I love juncos, they've been hanging out on my fire escape lately
Reposted by Juliet Shen
The DOJ redacted a photo of Mona Lisa in the Epstein files.
Meanwhile, as we reported, there were several unredacted, sexually explicit photos of nude women or girls were present in the latest Epstein dump and the DOJ left those photos online until we reported specific links through their tipline.
Meanwhile, as we reported, there were several unredacted, sexually explicit photos of nude women or girls were present in the latest Epstein dump and the DOJ left those photos online until we reported specific links through their tipline.
The DOJ Redacted a Photo of the Mona Lisa in the Epstein Files
While Epstein’s victims endure the fallout of their photos and names being exposed in the Department of Justice’s latest tranche of files, investigators redacted the identity of the most famous portra...
www.404media.co
February 5, 2026 at 9:53 PM
The DOJ redacted a photo of Mona Lisa in the Epstein files.
Meanwhile, as we reported, there were several unredacted, sexually explicit photos of nude women or girls were present in the latest Epstein dump and the DOJ left those photos online until we reported specific links through their tipline.
Meanwhile, as we reported, there were several unredacted, sexually explicit photos of nude women or girls were present in the latest Epstein dump and the DOJ left those photos online until we reported specific links through their tipline.