Rob Williams (@codeslubber) header
Rob Williams (@codeslubber) profile picture

Probabilistic coder of 10 programming languages, but only Rust anymore..

Los Angeles, CA
Joined May 2008
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This video showed up in my feed: youtube.com/watch?v=nv5_PH2u… SO the fulcrum here is Bayesian, but by the end I felt that the explanation did not succeed. He makes it sound like MOE, but..
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Here is Gemini's explanation of what MBR really is: Why This Functions as a "Bayesian Consensus" Geometric Centroid in Solution Space: MBR treats the sampled batch as an empirical distribution of the model's belief. Candidates situated in the dense center of probability mass will agree strongly with many other samples,giving them high cumulative similarity. Outlier hallucinations or fringe errors will disagree with the majority and receive a low consensus score. Metric-Aware Alignment: Unlike simple majority voting (which requires exact string matches), MBR allows soft metrics (e.g., token-F1, BLEU, or exact board-state overlap for structured problems like Sudoku [08:40]). It finds the single candidate that is most representative of the collective distribution. Why NCM Enables It: In traditional token-by-token LLMs, generating 20 full candidate answers requires 20× the sequential memory-bandwidth passes, making large NN prohibitively slow. Because the parallel Next Concept Modeling (NCM) architecture collapses sequential memory reads [04:07], it can afford to spit out dozens of parallel candidates and run this consensus filter at runtime [08:25].
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Amen.. 18% approval.. no accomplishments, literally corruption was the top issue, and he's the solution?
Hakeem Jeffries mocks the media and asserts he already has the votes for Speaker then endorses Chuck Schumer. This man is funded by AIPAC and Palantir, opposes Medicare for All, and will use his speakership to serve Wall Street and the Zionist war machine. The people desperately need a party because the Democrats don’t represent us at all.
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I think we can say with confidence there are no Japanese people working on the apps at @Meta, though there may have been at some point... 🤡 unforgivable garbage that never gets better...
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Mark my words: Justine Bateman seeing the end of civilization in bots notwithstanding, one of the greatest benefits is going to be this x10000, done automatically, not via the academic lifecycle over half a decade, like in a few minutes. Fraud detection is here. And of course it's going to show us that like the plagiarism in the college administrators who were wooing Qatar's billions, will turn out it's everywhere.
A 28-year-old UMass graduate student got a homework assignment to reproduce a famous economics paper, couldn't make the numbers match, and found a spreadsheet mistake in a study that politicians had used to argue for budget cuts. His name is Thomas Herndon. In 2010, two Harvard economists, Carmen Reinhart and Kenneth Rogoff, published a short paper called Growth in a Time of Debt. Its headline finding: once a country's public debt goes above 90% of its economy, growth falls off a cliff. In their numbers, average growth for that group was minus 0.1%. It came out right after the 2008 financial crisis, and it spread fast. In the US, the Paul Ryan budget cited it as its only evidence on what high debt does to growth. In Europe, an EU commissioner pointed to the research in a speech. In Britain, George Osborne cited the authors by name. Herndon was a PhD student at the University of Massachusetts Amherst, taking a class called Econ 753: Applied Econometrics. The big assignment was to pick a well-known paper and replicate it. He picked this one. He couldn't get the same results. He asked the authors for their spreadsheet, and they sent it. When he spotted the problem, he called his girlfriend over to make sure he wasn't seeing things. He wasn't. > One formula stopped five rows short > That quietly left out five countries: Australia, Austria, Belgium, Canada and Denmark > Some available years of data for other countries weren't included > The way the averages were weighted let a single bad year in one country count as much as decades in another Herndon and his professors, Michael Ash and Robert Pollin, published the critique in April 2013. Fixing the problems, average growth for the high-debt countries came out to 2.2%, not minus 0.1%. Reinhart and Rogoff publicly admitted the spreadsheet error. They disputed the other criticisms and defended their broader view. Economists still argue about debt and growth today. But the formula was wrong, and for about three years nobody had publicly caught it. A student doing homework did. Most people assume famous research has been checked many times. Often the first person to really check it is someone with nothing to lose and an assignment due. Have you ever found a mistake in your boss's spreadsheet and kept quiet?
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Replied to a post by @alz_zyd_ and pointed out that stents don't work and some MD hopped on to berate me (not understanding what I was saying). Lo and behold, Greger's about to drop a new book and partway through this presentation, he DESTROYS stents.. !!! youtu.be/qnuDCM-rPSM?si=OtIL…
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Remember the fascist conehead told us software was eating everything? Software is a loaded diaper of horrible garbage, and there is almost no forward progress outside the overfunded off-shored serfpens made by the Broligarch. You would think @Stanford would be someone you could buy a book from. Ordered on of the Nietzsche volumes. They charged me $14 to ship a single $25 paperback. But then realized I already had that one, so I went to cancel? no cancellation. No order management. These 🤡s have made countless billions, portrayed themselves as the epicenter of tech for decades and run a village idiot store that a teenager could have bested in 1994.
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While there's not a thing Broligarchs are doing for civilization, this dude Danno should have a shrine built in his hometown. They should have dispatched a truck of feral hogs on this a-holes land..
NFL华盛顿指挥官队前老板丹·斯奈德,花4800万美元在马里兰州买下一座紧挨着波托马克河的豪华庄园,唯一让他看着不顺眼的,是庄园与河岸之间隔着一片受联邦法律保护的国家公园原始林地,挡住了他在阳台上看河的视线。 2004年斯奈德动用人脉绕过环保听证,直接雇了一支伐木队开进国家公园领地,操起电锯一口气砍光了130棵百年原生大树,给自家后院清出了一片无遮挡的河景视野。 国家公园首席巡逻员罗伯特·丹诺发现整片山坡被砍秃后依法上报追查,没想到斯奈德靠着高层关系,最后只交了一笔微不足道的小额罚款就轻松过关了; 反倒是坚持追查到底的巡逻员丹诺遭到了内部疯狂报复,不仅被无故收缴警徽和配枪,还被发配去管郊区小卖部,甚至连家里都被联邦法警持枪破门搜查。
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LOVE this take, amen amen...
"I went to the Cirque du Soleil tribute to the Beatles and I was sitting in the second row, bawling. I tried not to be vocal, but I was so blown away when I saw that hologram of the four Beatles walking onstage, that just took me. The reality of the thing brought me to my knees . . . that just wiped me out. "I love all the songs that they've done. I started finding my voice around the time the Beatles started playing and I bought everything they recorded. I learned all of their songs and taught them to my students in junior high school in Washington DC. When I made the transition from teaching in the classroom to entering the fray as a recording artist, I was listening to the Beatles. Everybody was listening to the Beatles. "They created a lot of discussion in the black community, particularly in the black community of music. Because during those days we had a lot of doo-wop groups and we had Chuck Berry and we had Otis Redding, Wilson Pickett, and James Brown. And it seemed to me that when these guys came busting out of England, they busted out with all that influence. You could hear Chuck Berry, you could hear Otis Redding. You could hear it. It was wonderful. When I did 'Oh Darling' [on Let It Be Roberta] I thought it was a throwback. I thought 'Oh Darling' is a blues. I don't care how you look at it — it has blues (chord) changes. I didn't change any of the chords, I just sang it like it was a blues. "The Beatles wear me out, they're too talented. Their music is so important, not only because the songs are easily accessed by even the layman's ears, but also by musicians. I could hear in the melodies a brilliance like Schubert. They were so far ahead of their time. "In my life I’ve had the opportunity to cover so many beautiful, beautiful songs, with great melodies. And the Beatles have the largest collection of those songs for me. My passion [for their music] comes from the magical genius of the greatest songwriters of all time. Love, inspiration, friendship and my own life's lessons come together when I sing the songs they created." --#RobertaFlack #Roberta #Soul #Jazz #RandB #TheVoice #Grammys #HallsOfFame #TheBeatles #Songs #Original #Influence #GOAT Sources: National Post, 2012; Soul&Jazz&Funk, 2012; The Guardian, 2015; Liner notes, 'Let It Be Roberta'
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OMG this is so perfect, software is so terrible it's just seeping its sewage into every facet of existence, even casino wins could just be deemed bugs....
A 72-year-old woman hit a $2.55 MILLION jackpot on a slot machine at an Atlantic City casino. Other players celebrated and called her a millionaire. Then security arrived, the machine displayed an error message, and the casino offered her $350 instead. – Roney Beal was a regular casino visitor from Shamong Township, New Jersey. – On February 25, 2024, she visited Bally’s Casino in Atlantic City and started playing a Wheel of Fortune slot machine. – She had already put hundreds of dollars into the machine. – Suddenly, the machine announced that she was a winner. Gold coins appeared on the screen. – The jackpot showed more than $1.27 MILLION. – But she had also hit a 2x multiplier, which brought the total to $2,555,908.70. – Another player standing nearby celebrated and told her she was a millionaire. – Beal was excited. She believed she had just won the money that could change her life. – She pressed the service button to call an attendant. – That’s when things changed. – Security personnel arrived, and the machine displayed a message reading “REEL TILT.” – Casino employees told her the machine had malfunctioned and that she had not actually won the jackpot. – An attendant then opened the machine, pushed several buttons and spun the reels again. – Beal objected to what the employee was doing. She later accused casino staff of interfering with the machine before anyone else could independently inspect it. – The casino eventually told her that her actual winnings were only around $350. – She refused to accept that as the answer and hired attorney Michael DiCroce. – Beal filed a lawsuit against Bally’s and the slot machine manufacturer, International Game Technology, seeking the jackpot she believed she had won. – Her lawyer argued that the casino should preserve the machine and its surveillance footage so independent experts could investigate what happened. – Bally’s referred questions to IGT, while IGT said it was cooperating with the investigation. – In August 2025, a federal judge ordered the lawsuit to be put on hold while New Jersey gaming regulators completed their investigation. – The judge did NOT rule that Beal had lost her case. The lawsuit was administratively terminated, not dismissed. Roney Beal went to a casino, watched a slot machine announce a $2.55 MILLION jackpot, celebrated with other players, and then watched the casino turn around and tell her she had won just $350.
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I love this, man politicians and celebrities have amazing scorecards of non-accomplishment.
Brad Pitt told Meet the Press his Katrina homes were 5 times stronger than code. 12 years later, the owners settled for $20.5M. In 2010, he hosted David Gregory in the Lower 9th Ward. His charity, Make It Right, planned 150 homes there. "We've got to make sure that these things are done right." The houses sat above the flood line. "5 times stronger than code." Affordable homes, he said, get the cheapest materials. "Do it right in the first place instead of this obsession with profit margin." The charity spent $26.8M on 109 homes. The wood rotted. In 2015, it sued the maker of its deck wood for nearly $500K. 39 homes needed new decks. In 2018, the owners sued Pitt over leaks, mold and rot. By 2022, 2 houses had been torn down. Each of 107 owners could claim $25K. The rest went to repairs. His forecast, in 2010: "I see this place as a template for the future."
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Perfect example of the core central stupidity of the current social contract: the 'individuals' who are so stupid they think they should submit any passerby to potentially fatal consequences for literally nothing at all, a stunt. In a sane society this dude would get 10 years.
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Replying to @claudeai
@claudeai is monitoring the wastewater numbers so I can find a window to go the LA's only 3 star restaurant. Of course the gov that motorboats through $2T a year and the city gov which had an operating budget of $14B can't help us here.
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One of? try and think of someone who comes within a light decade of the run he had of taking massive global goodwill and routing it into mass murder and fascism.
.@elonmusk is one of the great disappointments of humanity! Someone with such a talent and opportunity to bring people together and is just creating mayhem in USA and supporting the wrong cause in this war……Supporting Putin killing civilians children and women…and taking away the possibility of @MFA_Ukraine to defend itself! 🇺🇸🇺🇦🇺🇸🇺🇦🇺🇸🇺🇦😔
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The Broligarchs' Disease made the @SpellingBeeNYT today..
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To me the Talking Heads are just this side of Barney the dancing dinosaur.. hard pass...
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Folks, the middle ages were a thousand years ago, time to catchup to reality.. 👶
MAGA pastor Hank Kunneman says God once sent a "high-ranking angel" to protect his ministry. And he took a picture. Wait till you see it...
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🎯💯💯💯
.@hakeemjeffries Only you could undermine a historic night for Democrats by going on TV and saying "The American people don't want us to get even" It's never been about that. It IS about ACCOUNTABILITY and the RULE OF LAW. And your failure to understand this is DISQUALIFYING
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