Azza Ahmed @azzaea_
Bioinformatics & Engineering | Scientist @ GraceTechnology | PhD student @BernoulliInsti2 @univgroningen | Lecturer@UofK | ex @H3ABioNet & #Schlumberger fellow azzaea.netlify.com Nederland Joined January 2011-
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Thanks everyone for all the nice feedback on Build a Reasoning Model (From Scratch) so far! I am also flattered that 2 book clubs are discussing it. I look forward to join for live Q&As on Thu, Sep 3, at 10 am (and 2 pm CT). Please join us & bring your questions!
Join The AI Book Club for a live conversation with @rasbt about his new book, Build a Reasoning Model (From Scratch)! 📅 Sep. 3, 10 AM CT 🌐 Online We'll talk about how reasoning models work, how to build them, and take questions from the community.
A couple of days ago, I did a quick explainer on Claude’s new watermarking process and implementation. Since it’s such a popular topic and sparked such a lively discussion, I thought it might be interesting to go into a bit more detail when explaining how it works. So, instead of the usual text article, I recorded a little lecture on the topic (to change it up a bit from my usual articles). It ended up a bit longer than intended, but I hope it clarifies a lot of things: - Sampling the next token in an LLM and pseudorandom number generators - How watermarking relates to the regular LLM sampling process - Whether watermarking makes text "worse" - How to remove watermarks - Tournament sampling - How new text is checked for watermarks without rerunning the LLM I ended up with ~50 slides, but I hope that these explain it well, though! Happy watching!
We can finally talk about it: We found a way to extract hidden reasoning of frontier models using a vulnerability in the APIs of every frontier AI company. We verified that our reasoning token count matches billed API thinking tokens 1:1 for most of the prompts we queried.
AI Book Club's August read is "Build a Reasoning Model (From Scratch)"! We read the authors last book "Building an LLM from scratch" and it was the biggest turn out 800+ people tuned in for the discussion. And I think it's been everyone favorite read the past couple years. So we're back with the newest book by Sebastian Raschka! I'm trying something again on here where we create a sub thread 🧵 for chapters and this can be a point of discussion before the live stream date (Aug 25th 1:00pm PT).
Introducing autoresearch for arXiv papers Change 'arxiv' to 'autoarxiv' in any paper URL An agent deploys to resolve setup issues on the codebase, run a minimal reproduction, and estimate full replication cost. Read more below
Palestinian children were prevented from going to school by razor wire and Israeli soldiers — so they sat down and studied right in front of them
Razor wire fence and tear gas. This is the reality for the children in Umm al-Kheir, West Bank.
بسم الله .. نعلن عن فتحٍ جديد: "ديوان المتنبّي الرقمي" فهذا صرح أنهيت -بحمد الله- تشييده، أقمته على ميزان العصر وشروطه، تحرّيت الإحسان في تفاصيله، وقصدت منه تحبيب الأدب في النفوس، وتقريب فهم الشعر إلى محبّيه وشداته.
> Google publishes a free paper on March 24 > no code, no product, just math > 48 hours later: > SanDisk -11%, Micron -7%, Samsung -5% > DDR5 kits drop $100 overnight for the first time in months > community builds 3 working implementations in 24 hours > one dev does it in 25 minutes using AI > post hits 18M views > gamers celebrate: "AI bubble is finally popping" > meanwhile analysts say panic is overblown > DRAM prices still forecast to rise 55-60% > DDR5 still 4x above historical lows the full breakdown of what Google just did to an entire industry. 7 min read below.
To Stop Staying Up Late on My Phone, We Made This...
I’m nearly 50. I don’t use TikTok. I listen to NPR Morning Edition and read the Financial Times daily. I’m a lawyer who has worked on Israel-Palestine issues for the last 20 years. The evidence I’ve seen that Israel committed atrocities including genocide in Gaza is overwhelming.
Hillary Clinton blames TikTok and “totally made up” videos for young people’s views on Israel and Palestine. She says social media influenced “not just the usual suspects” but also “young Jewish Americans who don’t know the history and don’t understand.”
The UAE rarely exercises effective control over its surrogates in Libya, Yemen and Sudan while pumping military aid without conditionalities Abu Dhabi's strategic culture is also about doubling down rather than backing down when facing resistance #AlFashir tandfonline.com/doi/epdf/10.10…
Darfur's El Fasher has “descended into an even darker hell,” senior UN officials warned, as the United Arab Emirates-armed Rapid Support Forces militia seized control, forcing tens of thousands to flee amid reports of mass executions, rape and starvation. news.un.org/en/story/2025/…
Verification of presence of Abdulrahim Dagalo, the deputy commander of the RSF and brother of Mohammed Hamdan Dagalo, in El Fasher on 26 October. This shows that senior commanders were present while the horrific events occurred in El Fasher. 👇
Verified footage confirmed that the RSF entered the SAF 6thinfantry division HQ in El Fasher on 26 October and occupied the airport on 27 October. Footage from inside the HQ shows the presence of several commanders, including Abdulrahim Dagalo, deputy commander of the RSF and
Very insightful and eye-opening piece by Bashir Mohammed @bashir_caato Somalia has turned into a gangster’s playground. A senior manager at Bosaso’s port revealed for the first time to MEE that, for the past two years, the United Arab Emirates has funnelled over 500,000 containers marked as hazardous through Bosaso. Unlike standard cargo, which is documented with a letter of origin and destination, these Emirati shipments have no description of their contents. The port manager said that the logistics operations are shrouded in secrecy: upon arrival, the containers are swiftly transferred to the airport and loaded onto standby aircraft. Security for these shipments is exceptionally tight, MEE’s sources in Bosaso said. When a ship docks, PMPF forces are deployed to cordon off the port and prevent filming. Only personnel on duty are granted access, and they are explicitly warned against recording anything during the offloading and transit process. middleeasteye.net/news/inside-ua…
الشعور تجاه السودان يجب أن يكون شعور الواجب والنصرة وليس شعور التعاطف السلبي والشفقة، هذا شعب كريم ومثقف ومعطاء وجزء أصيل من الأمة العربية والإسلامية ويجب أن تكون قضيته، وكارثة غزة، على رأس الأولويات، الظلم ظلمات، والالتزام الأخلاقي المبدئي يجب أن يكون حاضرا تجاه كل مظلوم في هذا العالم، والأخ القريب والجار القريب على وجه الخصوص، أهم درس يجب أن تعلمنا إياه تجربة غزة القاسية جدا وتجربة السودان الحالية، أن الحدود الوطنية مكبّلة لكوامن القوة، وأن الأممية حاجة ماسة وعاجلة، وأن إسرائيل تكبر بالدكتاتوريات وتنمو بالأنظمة القمعية الشمولية وتزدهر بالتقسيم وحروبنا الداخلية…!
UAE military supply flights to the RSF militia (via Benghazi & Kufra in Libya & Bosaso & Berbera airports in Somalia) continues at a rapid pace. 3 x Il-76TD observed this morning (EX-76003, EX-76012 & 7Q-ASY)
Another look on how the UAE supply the RSF Militia, using charter Il-76 cargo planes registered abroad. Two planes here, one makes flights between Somalia & Libya, the other between UAE & Somalia. This has been going on for years, the difference beeing that instead of Chad,
My take on the UAE-backed slaughter now unfolding in Sudan, and the refusal of the US and others to call out the UAE for its role. This was preventable, but neither Biden nor Trump cared enough to try: nytimes.com/2025/10/30/opi… Thank God some members of Congress are speaking up.
🚨US intelligence agencies confirm that UAE has redoubled its weapons supply to the RSF this year. From me: “The war would be over if not for the UAE. The only thing keeping RSF in this war is the overwhelming military support they’re getting from the UAE."wsj.com/world/how-u-a-…
BF Francis Ouellette @bffo
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Abdallah Bashir @abdallah197_
684 Followers 702 Following Boring but not so boring Ambivert | Contextual AI | ex Allen AI, GS and Amazon #NLProc, My opinions are my own
ThankGod Ebenezer @ThankGod_Ebenez
3K Followers 3K Following Software & AI | Founder, @DAISEA_AfricaBP @EuglenaNetwork & @Gleanloop | PhD, @Cambridge_Uni | Global EM @emblebi DS | former Contractor, @wellcometrust
𝕐 @nomad421
9K Followers 902 Following I ♥ science & compiled, statically-typed programming languages! I dislike slop in all forms, including slop thinking. Views are my own, but are obviously right.
Mohammed Sabry @M___Sabry
213 Followers 593 Following PhD @AdaptCentre @dcucomputing . Prev: research intern @GoogleAI Examining how reusable capability emerges across params, and context layers
Khalid Osman Alfeel @KhAlfeel
12K Followers 954 Following "ولولا فضل الله عليكم ورحمته ما زكى منكم من أحد أبداً ولكن الله يزكي من يشاء والله سميع عليم"
Amro Abbas @amrokamal1997
538 Followers 1K Following I do AI Research @datologyai. Ex-AI Resident at Facebook (FAIR) | AMMI @AIMS_Next alumni | U of Khartoum alumni | Sudanese 🇸🇩
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private page @privatepagst
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danglingpointer @sunshotai
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48 Followers 3K Following collecting pretty songs and mutuals 🎶 follow back
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342 Followers 900 Following |[email protected] |Molecular biologist|Organizer @Aabs_Knust|research consultant@texpertgroup|
Var @CipherVar
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OpenCSG @OpenCsg
173 Followers 121 Following Empower with LLMs. More details : https://t.co/fprThd3Jun
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797 Followers 2K Following HPC, Supercomputers, AI research. Random stuff and blurry pigeons
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Sam Foreman @saforem2
2K Followers 5K Following training big models on big computers @argonne @argonne_lcf ; views are my own
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us_Eva_ @us_eva78883
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Maeruf @marvinko9
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Sandra Deliard, PhD @DeliardSan86042
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شيء ما @ShiemaaAhmed
3K Followers 2K Following 🇸🇩 حرية سلام وعدالة زن زندگی آزادی Tweets about #Sudan, #MENA, #Africa #UK, #Revolution, #Social_impact @UniOfOxford, @OxfordSBS
EMGM2024 @emgm2023
131 Followers 509 Following European Mathematical Genetics Meeting 2024 will be held 3-4 April at the Institute of Science and Technology Austria
Ana Almeyda-Cohen @AlmeydaCohen
591 Followers 552 Following Assistant Professor of Spanish and Latin American Film @ColbyCollege, Research on gender in Mexican and Caribbean Cinemas / @Penn PhD 🇩🇴
Fahi Hijazi @FahiHijazi
8 Followers 645 Following
Patricia Palagi - Hop... @P_Palagi
1K Followers 527 Following Strong defender of bioinformatics training and of other good causes. Tweets and twists are mine, but I often talk about what's going on at SIB...
Marie Sadler @smarie_smarie
371 Followers 411 Following Statistical geneticist, PhD | Basel, Switzerland ⛰️🇨🇭 | genetics 🧬 | omics 🟠🔺🟩 | drug targets 🎯| pharmacogenetics 💊
Eterno.network @CloudGenomics
2K Followers 4K Following Learn how to start in longevity biotech together. Starting in #Bioinformatics
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433 Followers 3K Following كثير من الطفولة : فضولي حد الجنون، هائم بالأدب حتى الثمالة؛ باحث في بواعث الضوء @KAUST_news كي أبصر شيئا مما أتوهم أنه أنا!
Goslowhoops🏀🚦�... @MisabMo
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Mamana Mbiyavanga @MamanaMbiya
126 Followers 399 Following Christian, Husband, Father, Friend, PanAfricanist, Bioinformatician at University of Cape Town
Bioinformatics Creed ... @BioinfoCreed
3K Followers 3K Following Bioinformatics fun 🧬💻 -- Follow our creed for news, advice, and fun learning 📰 ✨🤖🤓 -- DMs are open
Faruk Mohammed @elfarukpath11
624 Followers 2K Following My long term goal is to contribute to significant decrease in cancer incidence and mortality across the African continent and beyond via research and education.
Osama Mirghani @merghani_osama
142 Followers 156 Following
علاء الدين �... @alaaldeen80
67 Followers 1K Following
Abdulmajeed Amer @abdulmajeed3mer
368 Followers 302 Following "Artist and more..🪄" • Creative Director | Producer | Storyteller 🎬💡 • Yemeni Singer 🇾🇪 • Istanbul📍🇹🇷 • CEO of @maqamproduction
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Omar Domari @omar78262864
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Grant Sanderson @3blue1brown
457K Followers 373 Following Pi creature caretaker. Contact/faq: https://t.co/brZwdQfdif
Vince Buffalo @vsbuffalo
50K Followers 3K Following Scientist at IDM ♥s epidemiology, running, prob+stats, 🦀/🐫, fly fishing, greyhounds, backpacking. Author of book Bioinformatics Data Skills. All views my own.
Michael Hoffman @mich... @michaelhoffman
23K Followers 6K Following Chair, Comp Bio & Medicine Program, Princess Margaret Cancer Centre, @UHN. Assoc Prof, Medical Biophysics, University of Toronto. COI https://t.co/CvupKNIjZr
ThankGod Ebenezer @ThankGod_Ebenez
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Lior Pachter @lpachter
84K Followers 2K Following Bren Professor of Computational Biology @caltech. Blog at https://t.co/FFQzhEsmhi. Tweets represent my views, not my employer's. #methodsmatter
𝕐 @nomad421
9K Followers 902 Following I ♥ science & compiled, statically-typed programming languages! I dislike slop in all forms, including slop thinking. Views are my own, but are obviously right.
Aaron Quinlan @aaronquinlan
16K Followers 1K Following All things genome mutation, software for genomic discovery. Chairperson of @UUGenetics Co-director, DELPHI Data Science Init (he/him) https://t.co/6GKjALLFfk
Graham Coop @Graham_Coop
18K Followers 2K Following Popgen @UCDavis. @[email protected] . Tweets, grammar, & spelling are my views only.He/him. #OA popgen book https://t.co/R6I2dcaEGf
Mohammed Sabry @M___Sabry
213 Followers 593 Following PhD @AdaptCentre @dcucomputing . Prev: research intern @GoogleAI Examining how reusable capability emerges across params, and context layers
H3ABioNet @H3ABioNet
9K Followers 313 Following H3ABioNet is a Pan African Bioinformatics network supporting @H3Africa researchers & projects,developing Bioinformatics capacity within Africa. RTs≠ endorsement
Sebastian Raschka @rasbt
514K Followers 1K Following ML/AI research engineer. Ex stats professor. Author of "Build a Large Language Model From Scratch" (https://t.co/O8LAAMRzzW) & reasoning (https://t.co/5TueQKx2Fk)
Khalid Osman Alfeel @KhAlfeel
12K Followers 954 Following "ولولا فضل الله عليكم ورحمته ما زكى منكم من أحد أبداً ولكن الله يزكي من يشاء والله سميع عليم"
Nils Homer @nilshomer
5K Followers 655 Following Moved to Bluesky: https://t.co/KghbVUvbBg "So long and thanks for all the fish"
Nicky Mulder @Nicky_Mulder
4K Followers 40 Following @H3ABioNet PI and Head of UCT Computational Biology Division. Passionate about Genomics and developing Bioinformatics capacity in Africa.
Zoltán Kutalik @zkutalik
2K Followers 622 Following Statistical Geneticist, Group leader at University of Lausanne/Unisante, father, climber, runner
Arfon Smith @arfon
4K Followers 574 Following AI Product @github. Previously Head of Data Science STScI. @the_zooniverse co-founder. Editor-in-chief of the Journal of Open Source Software
محمد عبدالب... @m_abdalbari
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Richard Socher @RichardSocher
124K Followers 1K Following Building self-improving superintelligence CEO @recursive_si and @youdotcom MP @aixventuresHQ Ex: Stanford Adj Prof, Chief Scientist at Salesforce, CEO MetaMind
Max McNown @maxwmcnown
2K Followers 4 Following Isaiah 6:8 • Oregon-Bred, Nashville Based • I'm on tour!! • Pre-order my new album, “Leave On A Light”, out Sept. 25!
مطمئنة للتد... @MotmaenaT
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Jiayuan (JY) Zhang @jiayuan_jy
120K Followers 1K Following Building @MulticaAI. Ex-@devv_ai. Ex-@tiktok_us.
Shlok Khemani @shloked
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Ethan Mollick @emollick
393K Followers 594 Following Professor @Wharton studying AI. New book, Co-Existence, coming October 20. Preorder here: https://t.co/hsDYf1xU9K Substack: https://t.co/UIBhxu4bgq
أ. د. طارق ال... @Talhabeeb
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673 Followers 55 Following Raised on clicks, not glass. Tracking the return of real keys, tactile typing, and keyboard-first phones. #BringBackBlackBerry
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حَـسْـنَا... @Le_selenophile1
9K Followers 86 Following «وأَمْضِي وَحِيداً في طَرَائِقِ غُرْبَتَي؛ فَدَرْبِي طَوِيلٌ والدّرُوبُ عَوَاثِرُ»
Anthropic @AnthropicAI
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Ken Ono @KenOno691
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المجلة العر... @Arabic_Mag
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Ernst Bablick @ebablick
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Johnson Thomas, MD, F... @JohnsonThomasMD
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Christine Harvey @ItsHarveyTime
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Hiba Babiker @hibababiker2
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38 Followers 7 Following SCA and HPC Asia will jointly host the major international conference and event on High Performance Computing (HPC) in Osaka. See you in Osaka! #SCA_HPCAsia2026
Abdelrahman Hedia @hedia_body
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Alexandre Strube @alexandre_ganso
797 Followers 2K Following HPC, Supercomputers, AI research. Random stuff and blurry pigeons
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395 Followers 91 Following Hyperion supports organizations make effective decisions and seize growth opportunities in the high performance computing and emerging technology areas.
Alex Finn @AlexFinn
476K Followers 9K Following Founder/CEO of Henry Intelligent Machines PBC and Creator Buddy ($300,000 ARR). Building a 100 trillion dollar economic engine
Meryem Arik @MeryemArik9
2K Followers 1K Following let there be tokens! I’m the token (generation) woman - CEO/Co-founder @doubleword_
Tim Dettmers @Tim_Dettmers
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HiPEAC @hipeac
4K Followers 2K Following No longer posting on X. Find us here: https://t.co/iYWHtwoadS Network driving European computing research from #edge to #cloud to #IoT. Funded by the #EU
fast.ai @fastdotai
128K Followers 18 Following Deep learning R&D: https://t.co/cGBcDU8wJ9; Education: https://t.co/bNXBttRAuR; Software: https://t.co/0z7Ws3SHDt; Book: https://t.co/lVEDyioBtg; @math_rachel @jeremyphoward

































