The way python and R foster inclusion directly contributes to their success: joyful places to exist, a steady flow of new maintainers, and a delightful collection of niche tools empowered by wildly different expertise coming together 
Watch the new python documentary for more on PSFβs work here
               
            
            
                28.10.2025 00:20 β π 52    π 23    π¬ 0    π 1                      
            
         
            
        
            
        
            
        
            
            
            
            
            
    
    
            
                             
                        
                
                The official home of the Python Programming Language
            
        
    
    
            TLDR; The PSF has made the decision to put our community and our shared diversity, equity, and inclusion values ahead of seeking $1.5M in new revenue. Please read and share. pyfound.blogspot.com/2025/10/NSF-...
π§΅
               
            
            
                27.10.2025 14:47 β π 6262    π 2737    π¬ 125    π 451                      
            
         
            
        
            
            
            
            
                                                 
                                            Lilac-breasted Roller
Lillabrystet Ellekrage
Coracias caudatus
                                                
    
    
    
    
            Lilac-breasted Roller
Lillabrystet Ellekrage
Coracias caudatus
#birds #birding  #Kenya #photography #nature #naturephotography #wildlifephotography #wildlife #ornithology #birdphotography #animalphotography
               
            
            
                20.10.2025 20:27 β π 2297    π 272    π¬ 61    π 18                      
            
         
            
        
            
            
            
            
            
    
    
    
    
            Look at that. And New Mexico is not a rich state. Just one that figured out some priorities.
               
            
            
                09.09.2025 15:08 β π 1548    π 337    π¬ 32    π 8                      
            
         
            
        
            
            
            
            
                                                 
                                                
    
    
    
    
            Meta trained a special βaggregatorβ model that learns how to combine and reconcile different answers into a more accurate final one, instead of relying on simple majority voting or reward model ranking on multiple model answers.
               
            
            
                09.09.2025 14:03 β π 47    π 7    π¬ 3    π 1                      
            
         
            
        
            
            
            
            
            
    
    
    
    
            Simpering cowards one and all. 
This is almost unbearable to watch.
               
            
            
                06.09.2025 22:18 β π 750    π 162    π¬ 83    π 15                      
            
         
            
        
            
            
            
            
                                                 
                                            highlighted text: language models are optimized to be good test-takers, and guessing when uncertain improves test performance
full text: 
Like students facing hard exam questions, large language models sometimes guess when
uncertain, producing plausible yet incorrect statements instead of admitting uncertainty. Such
βhallucinationsβ persist even in state-of-the-art systems and undermine trust. We argue that
language models hallucinate because the training and evaluation procedures reward guessing over
acknowledging uncertainty, and we analyze the statistical causes of hallucinations in the modern
training pipeline. Hallucinations need not be mysteriousβthey originate simply as errors in binary
classification. If incorrect statements cannot be distinguished from facts, then hallucinations
in pretrained language models will arise through natural statistical pressures. We then argue
that hallucinations persist due to the way most evaluations are gradedβlanguage models are
optimized to be good test-takers, and guessing when uncertain improves test performance. This
βepidemicβ of penalizing uncertain responses can only be addressed through a socio-technical
mitigation: modifying the scoring of existing benchmarks that are misaligned but dominate
leaderboards, rather than introducing additional hallucination evaluations. This change may
steer the field toward more trustworthy AI systems
                                                
    
    
    
    
            Hallucinations are accidentally created by evals
They come from post-training. Reasoning models hallucinate more because we do more rigorous post-training on them
The problem is we reward them for being confident
cdn.openai.com/pdf/d04913be...
               
            
            
                06.09.2025 16:25 β π 65    π 7    π¬ 8    π 10                      
            
         
            
        
            
            
            
            
            
    
    
    
    
            Plugging something into the tiny computer that you keep in your pocket. That one that has all your passwords, information, and location.. and giving control away to a random ai and company you know nothing aboutβ¦
               
            
            
                04.09.2025 01:12 β π 27    π 6    π¬ 2    π 0                      
            
         
            
        
            
            
            
            
                                                 
                                                
    
    
    
    
            A nasal spray reduced the risk of Covid infections in a double blind, placebo controlled randomized trial 
jamanetwork.com/journals/jam...
               
            
            
                02.09.2025 15:16 β π 627    π 174    π¬ 22    π 17                      
            
         
            
        
            
            
            
            
            
    
    
    
    
            Exactly. Keep the pressure on. Trump will not stick with anyone he thinks may be dragging him further down. That was the beginning of his distancing from Elon. 
Keep the pressure on. RFK must go.
               
            
            
                01.09.2025 18:34 β π 1389    π 336    π¬ 60    π 12                      
            
         
            
        
            
            
            
            
            
    
    
    
    
            It's fine if this is all seven overvalued companies in an AI trenchcoat, right?
Right?
               
            
            
                01.09.2025 19:21 β π 49    π 10    π¬ 2    π 1                      
            
         
            
        
            
            
            
            
            
    
    
    
    
            "When in doubt, don't ask ChatGPT for health advice."
               
            
            
                13.08.2025 02:30 β π 57    π 13    π¬ 0    π 0                      
            
         
            
        
            
            
            
            
            
    
    
            
                             
                        
                AI Eroded Doctorsβ Ability to Spot Cancer Within Months in Study
                Artificial intelligence, touted for its potential to transform medicine, led to some doctors losing skills after just a few months in a new study.
            
        
    
    
            βThe AI in the study probably prompted doctors to become over-reliant on its recommendations, βleading to clinicians becoming less motivated, less focused, and less responsible when making cognitive decisions without AI assistance,β the scientists said in the paper.β
               
            
            
                12.08.2025 23:41 β π 5262    π 2583    π¬ 115    π 543                      
            
         
            
        
            
            
            
            
                                                 
                                                
    
    
    
    
            Somebody on LinkedIn said what we're all thinking.
               
            
            
                10.08.2025 18:30 β π 25043    π 5271    π¬ 494    π 506                      
            
         
            
        
            
            
            
            
            
    
    
    
    
            I have some academic lady friends Iβve known for 20+yrs. This industry can be so cold, competitive, and selfish, but these women are so kind, generous, steadfast, and fun. Weβll sometimes get busy and go months without chatting, then reconnect as if no time has passed. Iβm so grateful for themβ¦
               
            
            
                10.08.2025 18:22 β π 90    π 3    π¬ 1    π 1                      
            
         
            
        
            
            
            
            
                                                 
                                                
    
    
    
    
            "Capitalism is temporary. Dykes are forever"
Seen in NYC
               
            
            
                13.07.2025 00:07 β π 2212    π 670    π¬ 10    π 10                      
            
         
            
        
            
            
            
            
            
    
    
    
    
            Anyway just saying
               
            
            
                27.07.2025 18:38 β π 379    π 76    π¬ 13    π 4                      
            
         
            
        
            
            
            
            
            
    
    
    
    
            What--and I say this with my chest--the hell are we doing here people
               
            
            
                25.07.2025 12:14 β π 536    π 120    π¬ 22    π 7                      
            
         
            
        
            
            
            
            
            
    
    
    
    
            Maybe if your country is the wealthiest in the world but the richest tenth of the country have two thirds of the wealth and the bottom 50% only have 2.5% of the wealth, you don't have the wealthiest country in the world, you just have feudalism.
               
            
            
                23.07.2025 14:51 β π 2470    π 679    π¬ 47    π 22                      
            
         
            
        
            
        
            
            
            
            
            
    
    
    
    
            Legends never die!
               
            
            
                23.07.2025 14:25 β π 2    π 0    π¬ 0    π 0                      
            
         
            
        
            
            
            
            
                                                 
                                                
    
    
    
    
            In a stunning moment of self-delusion, the Wall Street Journal headline writers admitted that they don't know how LLM chatbots work.
               
            
            
                21.07.2025 01:48 β π 2978    π 473    π¬ 43    π 90                      
            
         
            
        
            
            
            
            
            
    
    
    
    
            It is *bananas* that they would give vibe coding tools (and _Replit_, of all platforms π€£) production deploy access! With no backups! We gave better backup tools to teenagers on Glitch remixing apps a decade ago.
               
            
            
                20.07.2025 16:25 β π 259    π 35    π¬ 14    π 0                      
            
         
            
        
            
            
            
            
            
    
    
    
    
               
            
            
                21.07.2025 02:12 β π 12476    π 3629    π¬ 48    π 45                      
            
        
            
        
            
        
            
            
            
            
            
    
    
            
                             
                        
                ChatGPT advises women to ask for lower salaries, study finds
                A new study has found that large language models (LLMs) like ChatGPT consistently advise women to ask for lower salaries than men.
            
        
    
    
            Study finds A.I. LLMs advise women to ask for lower salaries than men.  When prompted w/ a user profile of same education, experience & job role, differing only by gender, ChatGPT advised the female applicant to request $280K salary; Male applicant=$400K.
thenextweb.com/news/chatgpt...
               
            
            
                20.07.2025 20:15 β π 1950    π 1032    π¬ 91    π 331                      
            
         
            
        
            
            
            
            
            
    
    
    
    
            make art! if it's the end of the world, you might as well make art! if it's not the end of the world, then the future will be better because people made art right now!
               
            
            
                18.07.2025 21:39 β π 4026    π 1275    π¬ 67    π 56                      
            
         
            
        
            
            
                            
            
            
            
    
    
    
    
            A U.S. surgeon trying to have a βpeer to peerβ consultation with a doctor at a health insurance company who is hiding his identity as her patient gets denied coverage. And it gets worse from there. You have to see it to believe it.
(1/2)
               
            
            
                18.07.2025 12:37 β π 5851    π 2494    π¬ 244    π 465                      
            
         
    
         
        
            
        
                            
                    
                    
                                            Senior Fellow at European Council on Foreign Relations. #Drone politics PhD @ox.ac.uk. Previously at, and now teaching @SciencesPo.bsky.social. Writes about all things #Germany #Defence #miltech. Podcast host at @SicherheitsPod.de & LeCollimateur
                                     
                            
                    
                    
                                    
                            
                    
                    
                                            π± Illustrator of whimsical frog art & other colorful things β¨πΈ
Prints Stickers & more ββ
www.chetom.com
                                     
                            
                    
                    
                                            Official account of the California Department of Public Health. Optimizing the health and well-being of all Californians. 
π cdph.ca.gov 
#WeArePublicHealth #HealthyCA4All 
                                     
                            
                    
                    
                                    
                            
                    
                    
                                            Postdoc in machine learning with Francis Bach & 
 @GaelVaroquaux: neural networks, tabular data, uncertainty, active learning, atomistic ML, learning theory.
https://dholzmueller.github.io
                                     
                            
                    
                    
                                            A business analyst at heart who enjoys delving into AI, ML, data engineering, data science, data analytics, and modeling. My views are my own.
You can also find me at threads: @sung.kim.mw
                                     
                            
                    
                    
                                            Data analyst @ndorms.bsky.social | MSc Statistics and Data Science (Biostatistics) student at UHasselt | R-Ladies Nairobi Co-organiser| Reggae roots conscious
                                     
                            
                            
                    
                    
                                            Multilingual digital humanities, founder of the Textile Makerspace at Stanford & the Data-Sitters Club, teaches data visualization with textiles. SUCHO πΊπ¦ co-founder, archiving at-risk cultural heritage. π³οΈβππ³οΈββ§οΈ Signal: quinnanya.823
                                     
                            
                    
                    
                                            STEM degrees hoarder | Brain geek | Data whisperer | Cat herder | Academia βοΈ Industry boomerang | Quadrilingual toddler wrangler | AI fairness for brain health @hertie-ai.bsky.socialβ¬
                                     
                            
                    
                    
                                            Writer, reader, human. Interested observer of all things AI/writing.
                                     
                            
                    
                    
                                            Assistant Professor, PhD. Love #rstatsπ and #datajournalism. Research on social platforms, public perception, journalism and moreβ¦
                                     
                            
                    
                    
                                            Β‘Gardening with #frogs!
A frogblog featuring serendipitous photos from a cascadian permaculture garden / pacific treefrog reserve.
π΅ main @theanine.bsky.social
πΈΒ‘κaxayam kΚ°apa ixt shwΙkΚ°ek tipsu iliΚi!
πΈΒ‘Bienvenidos a un jardΓn de ranas arborΓcolas!
                                     
                            
                    
                    
                                            Just sharing pics of anti-capitalist, anti-authoritarian and anti-colonial graffiti, stickers and street art seen around the world.
https://linktr.ee/Radicalgraffiti
                                     
                            
                    
                    
                                            (he/him) Comms for @eff.org; formerly with @ericswalwell.bsky.social, Oakland Tribune/Mercury News, Express-Times, Mizzou Journalism. Booze, books, cats. Opinions here are mine all mine. https://linktr.ee/joshrichman
                                     
                            
                    
                    
                                            Book: The Pacific Circuit
Job: Co-Host, KQED Forum
Life: Local Economy, Oakland Garden Club
                                     
                            
                    
                    
                                            Eritrean American writer from Miami. Books, housing, immigration, climate. Probably thinking about sound. @coyotemedia.org co-founder.
π In Open Country forthcoming
Oakland, CA | she/her 
www.rahawahaile.com
                                     
                            
                    
                    
                                            Climate/AI/labor/death researcher in Oakland and at @datasociety.bsky.social. Luddite
I wrote a book about how techno-solutionism fails us in this life + beyond https://yalebooks.yale.edu/book/9780300248272/death-glitch/
Views mine
www.tamarakneese.com
                                     
                            
                    
                    
                                            Official account for the City of Oakland, California β€οΈ #OaklandLoveLife
linktr.ee/cityofoakland