Yoshitomo Matsubara @yoshitomo_cs
Founding Research Engineer @SpiffyAI, PhD in Computer Science @UCIrvine. Research interests: ML, NLP, CV, IR. Open Source/Science matters! 高専出身、ときどき日本語 yoshitomo-matsubara.net Bellevue, WA Joined February 2020-
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Great news! Is it a generalized ver of llama-recipes?
Great news! Is it a generalized ver of llama-recipes?
Well, I think this event of machine learning will make social impact, putting aside whether it's good social impact > This year, we invite high school students to submit research papers on the topic of machine learning for social impact. But for what? Why NeurIPS needs that?
Well, I think this event of machine learning will make social impact, putting aside whether it's good social impact > This year, we invite high school students to submit research papers on the topic of machine learning for social impact. But for what? Why NeurIPS needs that?
Seriously, what is the definition of foundation models? Correct answers only
Observation: Relying too heavily on prompt engineering can stifle the creativity and exploration spirit of PhD students. It's crucial to remember that breakthroughs and fundamental innovations come from diving deep, questioning, and reimagining the boundaries of what's possible.
#CVPR2024 authors can now log into OpenReview to see whether your paper will be presented as a poster or a talk at the conference.
THE FIRST OF MANY FOR SHOHEI OHTANI.
We are looking forward to your help.
We are seeking more student volunteers for ARR Communication Team. If you are interested, please fill out this form. Qualifications: 1) min 2 years experience in NLP research and 2) at least 1 paper in *CL venues. @ReviewAcl @emnlpmeeting @aclmeeting forms.gle/strHbqG3MSiXBH…
Released torchdistill v1.1.0 last night! ⚗️ Key updates ⚗️ - @PyTorch 2.2.1 support - 3 new KD methods - Custom low-level loss support github.com/yoshitomo-mats… For the new KD methods (SRD w/ @Miles12Roy), we reproduced ImageNet results (2 wins, 1 lose) yoshitomo-matsubara.net/torchdistill/b…
実験データから法則推定 OSXなど、AI技術開発 | 日刊工業新聞 電子版 nikkan.co.jp/articles/view/…
最近、日刊工業新聞にオムロンサイニックエックスとAI for Scienceの取り組みをめっちゃ取り上げて頂いてありがたい限りです! ※前もってそういう話があったわけでなく、結果としてこうなりました 全部会員じゃないと読めないですが: 0. 社長である諏訪のインタビュー ☞ nikkan.co.jp/articles/view/……
I'm so shocked by today's news😭 What happened/is happening now?
“Our estimates suggest that 10.6% of ICLR 2024 review sentences and 16.9% for EMNLP have been substantially modified by ChatGPT” 🫠
“Our estimates suggest that 10.6% of ICLR 2024 review sentences and 16.9% for EMNLP have been substantially modified by ChatGPT” 🫠 https://t.co/mjnfttGojw
Graham Neubig @gneubig
31K Followers 585 Following Associate professor at CMU, studying natural language processing and machine learning.Seitaro Shinagawa @sei_shinagawa
8K Followers 3K Following ニューラルネットと対話したい人です / SB Intuitions←NAIST 知能コミュニケーション研究室 / cvpaper.challengeYuta Suzuki🌻 @resnant
3K Followers 535 Following Researcher of materials informatics. AI-assistedな物質・材料の理解を目指しています。#AI4Materials #AI4Science 博士(理学)/理科大→総研大(KEK)→企業研究者/ex)ACT-I ☕️🎹🎷🧗♀️ゴメス @gomessdegomess
5K Followers 926 Following フレンドリーなモヒカン https://t.co/K3sv05p7WC テスラリファーリンク https://t.co/95HzfSEppn メタ社で研究者やっとる。リアリティーラボチズチズ @chizu_potato
6K Followers 3K Following 18yo / 木更津高専 Kaggle Expert * n (n=2) 独自ISA自作CPU 未踏/湧源/達人/seccamp/IOAI'24 🇧🇬 専攻分野 なんでもYo Ehara @yo_ehara
4K Followers 3K Following Assoc. Prof., Tokyo Gakugei University. PRESTO, ACT-X, & ACT-I Researcher. EduNLP, AIED, EDM. Tweets are my personal opinions. English-only: @EharaLabMasato Kobayashi @る.. @MeRTcooking
4K Followers 2K Following Ph.D. 博士(工学) |経歴:🤖社D→ex-osx Intern→研究員&東大松尾研と🤖研究→助教|Robot×AI |💬個人的見解🐨 |静かめ→@robotmkb| This account mainly tweets in Japanese.| English ver→@MeRTcookingENRoss Wightman @wightmanr
18K Followers 1K Following Computer Vision @ 🤗. Ex head of Software, Firmware Engineering at a Canadian 🦄. Currently building ML, AI systems or investing in startups that do it better.Sameer Singh @sameer_
7K Followers 2K Following Cofounder @SpiffyAI and Assoc Prof at @UCIrvine, working on reliable LLMs, explanations for AI+ML, adversaries for NLP, and debugging/evaluation.fafa.👩🏻💻 @DS_Fafa_
29K Followers 18K Following 👩🏻💻 Senior Customer Insights Director. 👋 I tweet mostly about #DataScience with ☕️たか🌗🍊 @takaria0
470 Followers 1K Following 冬眠推進委員会(学士) → CAの🍊郡でPhDやります 推し概念: Optimistic Nihilism lang:zh-cn, kr https://t.co/KqyjwGdwhWReda Laberge @LabergeRed38126
41 Followers 5K FollowingdDd_paths @Ailessly
38 Followers 420 FollowingSharlene Bruker @SharleBruk
74 Followers 5K FollowingLou Taunton @TauntTaunton
45 Followers 5K FollowingObdulia Dilick @dilick34914
64 Followers 5K FollowingMiyu Oba @Rodamille
1K Followers 625 Following PhD candidate at @NAIST_NLP Comp(psycho)Ling, Multi(Cross)linguality, LanguageModel Looking for visiting student or internship opportunities♻️ Leshem Choshen.. @LChoshen
3K Followers 548 Following 🥇 #NLProc researcher 🥈 Opinionatedly Summarizing #ML & #NLP papers 🥉 Good science #scientivism Let's pretrain together @IBMResearch & @MIT_CSAILnisha gharpure @NishaGharpure35
2 Followers 80 FollowingAbhinav Gupta @backpropper
799 Followers 5K Following phd student @Mila_Quebec | ms @CILVRatNYU @NYU_Courant | previously @GoogleDeepMind @AIatMeta @GoogleAI @labsdotgoogle @MSFTResearch @AdobeResearchMingzhe Yang @_me_i28
7 Followers 31 Following @_mei28_ / ph. D. student @babalablab / Kaggle Expert / LIME / OSX ex-Intern🏓Sami Nas 👨⚕�.. @digitalhealthxx
8K Followers 9K Following Senior functional/technical consultant to bring added value via #digitalhealth #ai and #datascience based solutions #MedTwitterYori @betaokumura
316 Followers 2K Following a dog in human’s clothing | interested in math + informatics + chemistry (sometimes even philosophy) | no hate but curiosity really killed the cat 😉Mechanical Dirk @mechanicaldirk
545 Followers 244 Following Principal Engineer at @allen_ai. Engineering Lead of the OLMo project.Jordan Gong @jordan__gong
39 Followers 2K Followingliuyong @forrestbing
242 Followers 5K Following I am a researcher in AIGC, Multi-modality and VitrualHuman tech directionSpiffy AI @SpiffyAI
65 Followers 12 FollowingMaia @Reyxod299902
112 Followers 1K FollowingJiahaoShi @JiahaoShi5
70 Followers 169 Following PhD student @UMIOE, interesting in stochastic optimization and machine learningWeixin Liang @liang_weixin
609 Followers 623 Following CS Ph.D. Student @Stanford @StanfordAILab https://t.co/pOjcCS4gUkHamid Shojanazeri @Nazeri2010
119 Followers 599 Following ml @pytorch model optimization, distributed training.Nahid Alam @nahidalam
1K Followers 1K Following #computervision @meraki. Founded @litehouseio Alum @backstage_cap, @intel. #TEDx. appeared on #startup showcase @TBSNetworkDev Nirwal @devn007
24 Followers 677 Following Developer | Python | Crypto | Blockchain | Web | nft | #iamneutral inactive till I achieve somethingAbby @Muthiaratuauli1
36 Followers 872 FollowingNezihe Merve Gürel @nmervegurel
1K Followers 481 Following Faculty @TUDelft, Prev. @ETH_en @Stanford @EPFL_en Interested in ML robustness, reliability and reasoning Exec. Editor of https://t.co/qddizl9xTb @DMLRJournalShreyas Vaidya @shreyasvaidya23
159 Followers 1K Following Nothing beats the joy of solving interesting problems Third year UG majoring in CS @iitjodhpurAna Rojo-Echeburúa @arojomaths
720 Followers 3K Following Data Science & AI || PhD in Applied Mathematics || Spanish living in Scotland || Crossfit Athlete || Content CreatorDuncan @kekne51564
168 Followers 435 FollowingEugene Yang @EYangTW
366 Followers 377 Following Information Retrieval | Visiting Research Scientist at HLTCOE@JHU | CS PhD from Georgetown | from TaiwanKenneth @dafutit42735
37 Followers 390 FollowingShiv Khush Dil @ShivamDixit07
410 Followers 805 Following Stealth 🥷 Content ✒️ Music, long walks, cycling, and reading.RolandaPlotz @PlotzRolan80480
59 Followers 2K FollowingMilind Malshe @MilindMalshe
15 Followers 3K Following望月紅葉さんと.. @momiji_fullmoon
3K Followers 5K Following 博士(工学)。東工大で点群深層学習の研究を行い博士号を取得しました。3次元データはそれそのものが価値ではなく、3次元データを使用して社会課題を解決してはじめて価値があるよ😭点群の話は置いておいて、望月紅葉さんのAIってどうやったらできますか??????Shivam Rai @imsr282
331 Followers 5K Following Tech enthusiast 🚀 | Embarking on a journey through Machine Learning & Data Science 🤖📊 | Curious mind, coding heart ❤️ | Exploring the data-driven frontier 🌐Siddharth Betala @SiddharthBetal
76 Followers 892 Following 23 IIT Madras Interested in DL applications Football, Cricket, and Memes EnjoyerAK @_akhaliq
309K Followers 3K Following AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo follow on Hugging Face: https://t.co/q2Qoey80GxYann LeCun @ylecun
710K Followers 718 Following Professor at NYU. Chief AI Scientist at Meta. Researcher in AI, Machine Learning, Robotics, etc. ACM Turing Award Laureate.Andrew Ng @AndrewYNg
1.0M Followers 910 Following Co-Founder of Coursera; Stanford CS adjunct faculty. Former head of Baidu AI Group/Google Brain. #ai #machinelearning, #deeplearning #MOOCs(((ل()(ل() 'yoav))).. @yoavgo
46K Followers 2K FollowingAkari Asai @AkariAsai
11K Followers 650 Following Ph.D. student @uwcse & @uwnlp. NLP. IBM Ph.D. fellow (2022-2023). Meta student researcher (2023-) . ☕️ 🐕 🏃♀️🧗♀️🍳Jia-Bin Huang @jbhuang0604
51K Followers 285 Following Associate Professor @umdcs; Part-time Research Scientist @Meta. I like pixels.AI at Meta @AIatMeta
531K Followers 255 Following Together with the AI community, we are pushing the boundaries of what’s possible through open science to create a more connected world.Graham Neubig @gneubig
31K Followers 585 Following Associate professor at CMU, studying natural language processing and machine learning.Peyman Milanfar @docmilanfar
67K Followers 261 Following Distinguished Scientist at Google Research. Computational Imaging, Machine Learning, and Vision. Tweets = personal opinions. May change or disappear over time.Seitaro Shinagawa @sei_shinagawa
8K Followers 3K Following ニューラルネットと対話したい人です / SB Intuitions←NAIST 知能コミュニケーション研究室 / cvpaper.challengeYuta Suzuki🌻 @resnant
3K Followers 535 Following Researcher of materials informatics. AI-assistedな物質・材料の理解を目指しています。#AI4Materials #AI4Science 博士(理学)/理科大→総研大(KEK)→企業研究者/ex)ACT-I ☕️🎹🎷🧗♀️Yuki Shirai @Yuki_Doradora
3K Followers 507 Following Postdoctoral Research Fellow @merl_news / PhD @UCLA /Planning & Control for Manipulation & Locomotion/Ex-Intern @BostonDynamics AI Institute/船井情報科学/江副記念Michael Black @Michael_J_Black
58K Followers 638 Following Director, Max Planck Institute for Intelligent Systems (@MPI_IS). Chief Scientist @meshcapade. Building 3D digital humans using vision, graphics, and learning.ゴメス @gomessdegomess
5K Followers 926 Following フレンドリーなモヒカン https://t.co/K3sv05p7WC テスラリファーリンク https://t.co/95HzfSEppn メタ社で研究者やっとる。リアリティーラボチズチズ @chizu_potato
6K Followers 3K Following 18yo / 木更津高専 Kaggle Expert * n (n=2) 独自ISA自作CPU 未踏/湧源/達人/seccamp/IOAI'24 🇧🇬 専攻分野 なんでもLucas Beyer (bl16) @giffmana
56K Followers 442 Following Researcher (Google DeepMind/Brain in Zürich, ex-RWTH Aachen), Gamer, Hacker, Belgian. Mostly gave up trying mastodon as [email protected]vLLM @vllm_project
759 Followers 11 Following A high-throughput and memory-efficient inference and serving engine for LLMsai2incubator @ai2incubator
135 Followers 2 Following We cofound AI-first startups: We invest $600k+, provide 12+ mo’s of entrepreneurship support, applied foundation models expertise, AI recruiting help, and more!Matthew Peters @mattthemathman
2K Followers 572 Following Cofounder @SpiffyAI. Research Scientist at AI2 (@allenai_org).Spiffy AI @SpiffyAI
65 Followers 12 FollowingPhilipp Schmid @_philschmid
16K Followers 650 Following Tech Lead and LLMs at @huggingface 👨🏻💻 🤗 AWS ML Hero 🦸🏻 | Cloud & ML enthusiast | 📍Nuremberg | 🇩🇪 https://t.co/l1ppq3q3hkLeon Derczynski ✍�.. @LeonDerczynski
6K Followers 1K Following NLP/ML/language/security. Principal research scientist @NVIDIA, & Prof @ITUkbh. Views ostensibly professional. llmsec stan acctGoogle Open Source @GoogleOSS
68K Followers 126 Following Announcing new open source releases, exploring projects, sharing how we approach FOSS, and supporting communities around the world.Oleksii Kuchaiev @kuchaev
477 Followers 609 Following AI model alignment and customization @NVIDIA. I love riding motorcycles and all things ocean - surfing, sailing, diving.Eugene Yang @EYangTW
366 Followers 377 Following Information Retrieval | Visiting Research Scientist at HLTCOE@JHU | CS PhD from Georgetown | from TaiwanSebastian Ruder @seb_ruder
80K Followers 1K Following Multilingual LLMs @cohere • Prev: @GoogleDeepMind • Newsletter: https://t.co/7JGh2qpG98Yejin Choi @YejinChoinka
19K Followers 330 Following professor at UW, director at AI2, adventurer at heartMausam (IITD) @mishumausam
3K Followers 55 Following Founding Head, Yardi School of Artificial Intelligence at IIT Delhi. AI (NLP, ML, MDP) Researcher. Indian Classical Music aficionado.Steven Brunton @eigensteve
45K Followers 1K Following Teaches math to engineers: https://t.co/TJ5i3Pg678 Professor @UW researching #MachineLearning for #Dynamics and #Control, especially for #FluidDynamics.Los Angeles Dodgers @Dodgers
2.8M Followers 419 Following Official Twitter of the Los Angeles Dodgers // Blog: @DodgerInsider // Text us: (323) 375-BLUECohere For AI @CohereForAI
15K Followers 174 Following We are a research lab and open science initiative that seeks to solve complex machine learning problems. Join us in exploring the unknown, together.Oriol Vinyals @OriolVinyalsML
166K Followers 82 Following VP of Research & Deep Learning Lead, Google DeepMind. Gemini co-lead. Past: AlphaStar, AlphaFold, AlphaCode, WaveNet, seq2seq, distillation, TF.Sasha Rush @srush_nlp
52K Followers 464 Following Professor, Programmer in NYC. Cornell Tech, Hugging Face 🤗 https://t.co/cZl0wTfqGzYuntian Deng @yuntiandeng
3K Followers 3K Following #NLProc Postdoc @ai2_mosaic | Assistant Professor @UWaterloo '24 | Faculty Affiliate @VectorInst '24 | PhD @HarvardAni Kembhavi @anikembhavi
2K Followers 297 Following Senior Director @allen_ai + Affiliate Assoc Prof @UW 📷 : Visual Prog, Unified-IO, BiDAF 🤖 : ProcTHOR, Objaverse, SPOC 🌎 : SATLAS All views my own.Michael Bronstein @mmbronstein
43K Followers 4K Following #DeepMind Professor of #AI @UniofOxford / Fellow @ExeterCollegeOx / ML Lead @ProjectCETI / https://t.co/kZpGpDzYeVAndreas Kirsch 🇮�.. @BlackHC
9K Followers 5K Following Past: 🧑🎓 DPhil @AIMS_oxford @ExeterCollegeOx @UniofOxford (4.5yr) 🧙♂️ RE @DeepMind (1yr) 📺 SWE @Google (3yrs) 🎓 @TU_Muenchen 👤 Fellow @nwspkLee Zamparo 🖖 @lzamparo
983 Followers 802 Following Ex @recursionpharma, Ex @ServiceNowRSRCH, Ex @sloan_kettering, Ex @UofTCompSci PhD. Leaning into Ex, not X. See you on the blue site, HMU for invites.Heng-Tze Cheng @HengTze
2K Followers 119 Following Director of Gemini Bard Research @GoogleDeepMind | Lead of LaMDA LLM & Conversation AI | Worked on Duplex, TensorFlow, Wide & Deep Learning | We're hiring!David Picard @david_picard
3K Followers 312 Following Computer Vision/Machine Learning research @ImagineEnpc / LIGM , École des Ponts. Music & overall happiness. A few flowers too. Born well below 350ppm.Ahmad Beirami @abeirami
4K Followers 2K Following Building safe, helpful, and scalable generative AI @Google | ex-{@AIatMeta, @EA, @MIT, @Harvard, @DukeU} | @GeorgiaTech PhD | زن زندگی آزادی | opinions my ownTransactions on Machi.. @TmlrOrg
5K Followers 3 Following Transactions on Machine Learning Research (TMLR) is a new venue for dissemination of machine learning researchPatrick Lewis @PSH_Lewis
4K Followers 655 Following London-based AI/NLP Research Scientist. I co-lead the RAG & tool use team at Cohere w/ @s_hofstaetter. Previous Fundamental AI Research at Meta AI, FAIR, UCL AIZeynep Akata @zeynepakata
6K Followers 271 Following Professor of Computer Science at @TU_Muenchen and Director @Helmholtz_Munich, @ELLISforEurope FellowRobert Pless @rbpless
1K Followers 781 Following Professor at GWU, Developer of @traffickcam and @projectRephoto, mercenary interest in glitter and contemporary art. BlueSky: @pless.bsky.socialNathan Lambert @natolambert
25K Followers 688 Following Figuring out AI @allen_ai, "rl boi" DM me papers. Writes @interconnectsai, talks @retortai Has phd and some credentialsLeonardo F. R. Ribeir.. @leonardoribeiro
843 Followers 734 Following Applied Scientist at @Amazon, #NLProc PhD @TUDarmstadt - https://t.co/pbIb2RB5BdWalter Scheirer @wjscheirer
2K Followers 643 Following Prof. @NotreDame. IEEE @ComputerSociety PAMI TC Chair. Computer Vision Foundation CTO. Artificial Intelligence + Digital Humanities + History of Technology.Shubhra K. Karmaker (.. @karmake2
160 Followers 249 Following Assistant Professor of Computer Science at Auburn University. Communication Chair of ACL Rolling Reviews (ARR)Journal of Data-centr.. @DMLRJournal
375 Followers 11 Following A new member of the @JmlrOrg family, aiming to provide a top archival venue for articles focused on the data aspect of machine learning researchVictor Sanh @SanhEstPasMoi
9K Followers 2K Following Dog sitter by day, Scientist at @huggingface 🤗 by nightJindong Wang @jd92wang
3K Followers 409 Following Senior Researcher at @MSFTResearch. Robust machine learning, transfer learning, OOD generalization. Recently: large language models. https://t.co/fUsOEtxAW7merve @mervenoyann
56K Followers 4K Following open-sourceress at @huggingface 🧙🏻♀️ proud mediterrenean 🍋 I do TL;DR on ML papers sometimes. RTs != endorsementsKevin K. Yang 楊凱�.. @KevinKaichuang
16K Followers 5K Following Senior Researcher in BioML @MSFTResearch (@MSRNE). He/him/他. 🇹🇼Daniel Weld @dsweld
3K Followers 264 Following Computer science prof & entrepreneur. Excited by crowdsourcing, computational/social systems, MOOCs, relation extraction and Web-scale NLP.Maria Antoniak @maria_antoniak
6K Followers 2K Following allen institute for ai • nlp + cultural analytics + healthcare • phd cornell • political views/opinions my own • also on 🦋Cody Blakeney @code_star
3K Followers 824 Following Head of Data Research @MosaicML / @databricks | Formerly Visiting Researcher @ Facebook | Ph.D | #TXSTFOOTBALL fan | https://t.co/4G6Jf3at5wHanna Hajishirzi @HannaHajishirzi
6K Followers 328 Following Associate professor at @uw_cse; senior director at @allen_ai co-leading @allenNLP; AI/NLP researcher at @uw_nlpUmpire Scorecards @UmpScorecards
372K Followers 1 Following Umpire Scorecards posted for every game, every day. Find game, team, and umpire data, and FAQs, at the link below. Support us at https://t.co/GTnpOLedZFSemantic Scholar Rese.. @ai2_s2research
570 Followers 23 Following Research team @allen_ai working on AI, HCI, ML, NLP, accessibility, and comp. social science in support of @SemanticScholar's mission of accelerating science.Peter Stone @PeterStone_TX
2K Followers 237 Following Prof. of Computer Science at UT Austin with research interests in AI, robotics, machine learning, multiagent systems; Executive Director of Sony AI, AmericaIf you work on language models (anything: data, pretraining, fine-tuning) and want to contribute more to truly open models and science, please get in touch (DM/email). We're looking to hire core contributor(s) to OLMo and future models at @allen_ai. Very high bar for talent.
Shohei's 118.7 mph homer tonight was the hardest hit ball by a Dodger in the Statcast Era (since 2015). 🔥
Controversial opinion: No one should be authoring 30+ papers per year. I'm not criticizing those who do. But there's something wrong with the system if it incentivizes quantity over quality like this.
It got an oral presentation slot at NAACL!
What do you do when someone questions your work while you're giving a talk? You do a collaboration! Coming to NAACL 24: a paper investigating when contested translations matter for text-to-image multilinguality assessment w/ @FPSLuozi from ASU arxiv.org/abs/2403.11092 1/8
Shohei's record-breaking 176th homer was a sight to see.
@CSProfKGD I a perfect world, such statement would not be required...
Perhaps the time has come for papers to include a statement outlining each author’s contribution to the paper.
In case some of you were (like me) curious about this stat for AI conferences: here it is for ICLR2024
@caesar_wanya リバース、ぼんやり色々やろうとすると100時間かかりますよマジで 楽しいですけど
We have just released 🍷 FineWeb: 15 trillion tokens of high quality web data. We filtered and deduplicated all CommonCrawl between 2013 and 2024. Models trained on FineWeb outperform RefinedWeb, C4, DolmaV1.6, The Pile and SlimPajama!
@giffmana Depends what counts as a meaningful contribution. In all guidelines I've seen, being a supervisor or providing funding should not automatically grant you authorship.
そんなことはないと思う…今月ユニコーンオーバーロードクリアしてるし(ぁ ただ消化できる本数は減ったのでゲームの厳選は大事だと思う、昔のゲームももう一回やったりするし
「始めたが」ではなく「始めたい」なのか…マジで准教授以上になるとゲームに取れる可処分時間なんてないのが普通だと思います。
Hot take: There is something wrong with whatever is incentivizing people to submit 15+ papers to one conference. And ≤50% of these papers are being accepted. There should be incentives for quality over quantity.
In case some of you were (like me) curious about this stat for AI conferences: here it is for ICLR2024
how much of the LLM successes are due to seeing the test data in training? join the shared task on data contamination to help figure this out
We're organizing a "shared task" for the Data Contamination workshop - a collaborative effort with you to document as many contamination events as possible in one place! Consider submitting any evidence you have! ⬇️⬇️ x.com/osainz59/statu…