ICYMI, highly recommend this human rights impact assessment of @wikimediafoundation.org AI/ML work by @royapak.bsky.social (w/ @farzdusa.bsky.social and david liu)
02.10.2025 20:32 β π 3 π 3 π¬ 0 π 0@royapak.bsky.social
Technology and Human Rights researcher and advocate. π©π»βπ» Founder of Taraaz: taraazresearch.org π©π»βπ» Senior Fellow @mozilla.orgβ¬ βπΌ writing https://royapakzad.substack.com/
ICYMI, highly recommend this human rights impact assessment of @wikimediafoundation.org AI/ML work by @royapak.bsky.social (w/ @farzdusa.bsky.social and david liu)
02.10.2025 20:32 β π 3 π 3 π¬ 0 π 0Steve Shirley, Ann Moffatt, and co-worker Dee Shermer renting time on a mainframe, 1960s. Photo courtesy of Ann Moffatt. Black and white photo of three women behind a machine console.
Ann Moffatt writes software for the Concorde at her kitchen table as her baby daughter looks on. Moffatt's memoir, The IT Girl, details the story behind the photograph. Photo courtesy of Ann Moffatt.
I wrote about her and some of her companyβs work in this chapter called βThe Baby and the Black Boxβ: marhicks.com/writing/Hick...
22.08.2025 15:56 β π 281 π 48 π¬ 4 π 3New report: Key Considerations for AI Procurement in the Public Sector
Covers: Third-party dependencies β’ Large vs small vendors β’ AI demos/pilots β’ Master Service agreements β’ Performance-based contracts β’ Union engagement β’ Function creep β’ Model contracts
taraazresearch.org/ai-procurement
So great/helpful that is open sourced, thanks for sharing.
31.07.2025 21:13 β π 4 π 0 π¬ 0 π 0Yes, Iβm interested: rpakzad@taraazresearch.org
Also interested in discussing multilingual inconsistencies and their trust & safety implications.
I missed your session at TrustCon, but just tested Zentropi for labeling human rights violations, works great in English! Have you considered multilingual support? Hereβs a screenshot of the same text in EN and FA. 
Also, formatting markdown for better legibility would be helpful.
π€¦ββοΈ but congratulations, Wafa π£π
25.07.2025 15:38 β π 1 π 0 π¬ 1 π 0Less frustrated-sounding and more productive version π
 royapakzad.substack.com/p/guide-for-...
Many thanks, Juliet. I was very much looking forward to meeting you -- hopefully virtually or at Stanford's Trust and Safety Research conference if you are planning to go? :)
24.07.2025 02:50 β π 1 π 0 π¬ 1 π 0Many thanks for your kind words, Jen :) Looking forward to our further conversation. I hope the red teaming workshop went well.
24.07.2025 02:47 β π 1 π 0 π¬ 0 π 0Anyway, I guess I'm the "unprofessional" one! but Iβm leaving #TrustCon with barely any connections made, regret and disappointment. But if youβre interested in my work on multilingual AI evaluation and human rights impact assessment, Iβd be happy to connect: rpakzad@taraazresearch.org
23.07.2025 16:30 β π 3 π 0 π¬ 1 π 0I also don't recall seeing or hearing anything about a room for breastfeeding/pumping (I might be mistaken) or an area for those who, for any number of reasons in the world of babies and toddlers, need a space during a 3-day, 7:30am to 8:30pm event to satisfy their 24/7 parenting responsibilities.
23.07.2025 16:30 β π 1 π 0 π¬ 2 π 0Happy hours (for whom?!): All 5 to 8pm networking events are built around child-free evenings, sipping drinks assuming you have no dependents. How about sponsors who care deeply about child protection and wellbeing in T&S world creating child-inclusive events for parents to be able to network too!
23.07.2025 16:30 β π 1 π 0 π¬ 1 π 0Badging policy: My partner, here to help with our kids, was questioned couple of times when he *had to* bring them to me in one of the conference-designated areas. With close to $2000 ticket, couldnβt there be caregiver, color-coded badges to avoid this kind of policing and unwelcome encounter?
23.07.2025 16:30 β π 2 π 0 π¬ 1 π 0I know I'm not the only one. You can hear the parent crowd at 5 or 6am (Call of Duty time!) in lobbies doing childcare and conference prep. Yet, the conference logistics was designed as if they don't know anything about this world. Specific examples:
23.07.2025 16:30 β π 0 π 0 π¬ 1 π 0As a mother of a 3.5 and 1.5 year old (still breastfeeding), just deciding to go to a conference means juggling between caregiving, professional goals, emotional labor, etc. My options was to leave them at home for 4 days with military level planning or bring them with me. I chose the latter!
23.07.2025 16:30 β π 1 π 0 π¬ 1 π 0I'm at #TrustCon. Half the sessions are on tech companies' responsibilities on child safety (not Palestinian children though) and the well-being of trust and safety professionals, yet the conference design completely ignores the realities of working parents, especially for mothers. My experience π
23.07.2025 16:30 β π 7 π 2 π¬ 2 π 2Graphic for a CDT Research report, entitled βContent Moderation in the Global South: A Comparative Study of Four Low-Resource Languages.β An illustration of four different hands, all being touched by / wrapped around a bright blue connective internet cord.
Over 18 months, CDT studied content moderation in four low-resource languagesβMaghrebi Arabic, Kiswahili, Tamil, and Quechuaβacross South Asia, North/East Africa, and South America. cdt.org/insights/con...
Happy to be a part of this cohort! 
My fellowship project, "Equitable AI Benchmarking for Linguistic Diversity," helps civil society to engage in AI evaluation, focusing on multilingual inconsistencies with human rights impacts.
π¨ Great new project by Algorithm Watch lead by @fabiochiusi.bsky.social pulling together research, policy briefs, and coalition building on #bordertech in the EU - including a great list tracking private companies and research projects!
algorithmwatch.org/en/automatio...
My latest newsletter is about parenthood and GenAI. Read about: multilingual inconsistency in LLM generated responses, breastfeeding as a taboo in image generation tools, voice-cloned lullabies, embedded ads in LLM-based parenting advice, and more. open.substack.com/pub/royapakz...
21.11.2024 21:10 β π 0 π 0 π¬ 0 π 0I wrote about red teaming, from its origin in 16th-century Catholic Church to red teaming generative AI systems. Read here:
https://open.substack.com/pub/royapakzad/p/old-advocacy-new-algorithms?r=9cbk0&utm_medium=ios&utm_campaign=post