Peter Jacobs @pjacobs.bsky.social · 18hbig contingent at the intersection of biology, technology, money, & Twitter who seem to believe the real lesson in The Boy Who Cried Wolf is that the boy didn't falsely cry wolf often enough & he should have aggressively gaslit people about non wolf events in the past being covered-up wolf attacks. 120
Peter Jacobs @pjacobs.bsky.social · 04/10/2026Not this one. It was a cool print though! silver.afi.com/movies/detai... 110
Peter Jacobs @pjacobs.bsky.social · 03/10/2026It was phrased slightly better in the comment immediately below the one you replied to: bsky.app/profile/pjac... 010
Peter Jacobs @pjacobs.bsky.social · 03/10/2026That was poorly phrased on my part. To answer prompts involving math more complicated than what can be achieved by relying on tokenized arithmetic or when using tokenized arithmetic would be possible but computationally quite expensive they call on tools like Python for calculations. 110
Reposted by Peter JacobsSeth Cotlar @sethcotlar.bsky.social · 02/10/2026The phrase “ethnic cleansing” appears in the first sentence of the Wikipedia definition. 3470104
Peter Jacobs @pjacobs.bsky.social · 03/10/2026God, that show. Finished the first season and I was like okay but where does this go from here??static.klipy.comPacha Just Right Meme ReactionALT: Pacha Just Right Meme Reaction 000
Peter Jacobs @pjacobs.bsky.social · 03/10/2026Some people who don't know details may assume "they rely on Python for stuff a lot of humans wouldn't need to" and "they have basic arithmetic tokenized" means "they've memorized everything except what they're using a secret calculator for" but that's not Flat Earth wrong even tho it's wrong. 000
Peter Jacobs @pjacobs.bsky.social · 03/10/2026Like when you look at non-tool-calling non-thinking models they do fail at more complex stuff even tho they can add big numbers via simplifying heuristics like breaking into multiple problems by place value. When you ask models like Fable to do more complicated math they do use Python. 100
Peter Jacobs @pjacobs.bsky.social · 03/10/2026I can't speak for everyone but isn't at least some of the confusion here that a lot of these models both have arithmetic tokenized but also rely internally on e.g. Python to do calcs for "harder" maths that would not seem out of their "ability" for a human capable of adding two big numbers together? 200
Peter Jacobs @pjacobs.bsky.social · 03/10/2026Isn't that just because it's relying on relatively basic tokenized arithmetic employed in sort of an absurd use, and why when you don't constrain them to not these models have been trained to use Python (and less commonly some other languages with calculation capabilities)? 140
Peter Jacobs @pjacobs.bsky.social · 03/10/2026Okay so I'm looking at this? gist.github.com/simonw/8ef79... It looks like this is using tokenized arithmetic (looking at both the successes and the failures). Am I wildly off base here? 000
Peter Jacobs @pjacobs.bsky.social · 03/10/2026Hmm that's blocked for me. I'll see if I can see it somehow on the web version. 100
Peter Jacobs @pjacobs.bsky.social · 03/10/2026Is there an example of this described somewhere? I'm not familiar with the entire literature out there, so my understanding is that stuff like Fable can create argumentation/logic but still has to actually calculate through Python or otherwise it fails. But maybe you're talking about the failures? 100
Peter Jacobs @pjacobs.bsky.social · 03/10/2026LLMs do have a lot of basic arithmetic tokenized. For more complex maths they use eg Python. Are we talking about something else here or am I missing something? 100
Reposted by Peter JacobsTube Mapper- Luke Agbaimoni @tubemapper.bsky.social · 30/09/2026Here's a collection of photos taken at a variety of locations on the Glasgow Subway shop.tubemapper.com/Glasgow-Subw... :-)shop.tubemapper.comGlasgow Subway Photography - Tube Mapper Shop - London Underground PhotographyBuy Glasgow Subway PrintsShop Home > | Info on Main Site > 0323
Reposted by Peter JacobsTube Mapper- Luke Agbaimoni @tubemapper.bsky.social · 30/09/2026PRINT OF THE DAY I do sometimes photograph things other than the London Underground! Today we’re heading up to Scotland & the brilliantly yellow West Street Station on the Glasgow Subway. I love the futuristic look of these trains in this composite photo. If you like this print see link attached 725530
Peter Jacobs @pjacobs.bsky.social · 30/09/2026No El Niño in modern times has been this east-based this early in the year, to say nothing of at this strength. 011
Reposted by Peter JacobsJames Hell Brooks @kleinman.bsky.social · 30/09/2026SEN. ERIC SCHMITT: Do these texts not prove that a shrimp fried this rice? 102965353
Peter Jacobs @pjacobs.bsky.social · 30/09/2026And now Big Balls & associates (who are working for the National Design Studio) are attempting to get access to sensitive federal data via the new Executive Order about America dot gov. 000
Peter Jacobs @pjacobs.bsky.social · 30/09/2026So if you're comparing forecasts to obs be sure to compare not just the 3.4 region but also look at the other ones. You'll probably see 4 overestimated, possibly 3.4 slightly overestimated, but 3 as well as 1+2 underestimated (relativized or not). 141
Peter Jacobs @pjacobs.bsky.social · 30/09/2026This event is underestimated by any index focusing on the NINO3.4 region alone compared to other large events, because it is much more east-based. You can see this by looking at things like the ELI or subsurface heat in combination with RONI or RONI plus the other NINO regions, relativized or not. 273
Peter Jacobs @pjacobs.bsky.social · 28/09/2026there's a short sequence in Flow that reminds me a bit of this, tho perhaps the buildings were more Venetian if memory serves. 010
Peter Jacobs @pjacobs.bsky.social · 28/09/2026I had a pretty similar reaction to seeing the trailer cold. I've subsequently seen a lot of very positive stuff about the author, his previous books, and to some extent the book that this movie is adapted from. I don't know if you'd heard of Angel Down, but it's the same author. 000
Peter Jacobs @pjacobs.bsky.social · 28/09/2026showboating Victorian bare knuckle boxer, referring to his right and left fists: 080
Peter Jacobs @pjacobs.bsky.social · 25/09/2026static.klipy.comEric Andre: Why Are You Booing Me?Alt: Hannibal: Why Are You Booing Me? I'm right! 000
Reposted by Peter JacobsDave Vetter @davidrvetter.bsky.social · 24/09/2026Happy Kicked In The Head By A Horse Day, to all who celebrate. It's the 7th anniversary of this absolute banger. 442230730
Peter Jacobs @pjacobs.bsky.social · 24/09/2026want you to know that this made me uncontrollably giggle 030
Peter Jacobs @pjacobs.bsky.social · 23/09/2026The Peacock and the Sparrow was good. Any publicly shareable word on timeline for her next book? 100
Peter Jacobs @pjacobs.bsky.social · 22/09/2026Relative NINO3.4 anomaly is already over +2.5C and this event is not over. Motivated reasoning is a helluva drug. 031
Reposted by Peter JacobsOlúfẹ́mi O. Táíwò @olufemiotaiwo.bsky.social · 11/07/2026feels like a real landmark of impunity that major corporations are making federal crimes part of the interview process 5139841042
Reposted by Peter JacobsMicah @rincewind.run · 21/09/2026congratulations to everyone on reinventing Worse Cable 94115032836
Peter Jacobs @pjacobs.bsky.social · 19/09/20261, 3, 4, 5, and 6. Arguably 2 but I'll be generous and say no for that one. bsky.app/profile/pjac... 000
Peter Jacobs @pjacobs.bsky.social · 19/09/2026These will be increasingly useful in helping people understand some common cognitive pitfalls. Enjoy. 1135
Peter Jacobs @pjacobs.bsky.social · 19/09/2026I'll stop injecting Lab Leak conspiracism critiques into everything when everything stops being Lab Leak adjacent. 020
Reposted by Peter JacobsDominique Baker @bakerdphd.bsky.social · 18/08/2026"...findings that 3 [insts] violated civil rights law by tolerating antisemitism were predetermined by political priorities that blew past the evidence and cast aside standard investigative procedures..." Reading the whistleblower statement and taking rage breaks www.ms.now/news/frame-u...ms.nowWhistleblower says probes into antisemitism at colleges were ploys to harass and strip millionsA former Justice Department lawyer says the Trump investigations squeezed Ivy League universities for millions before they were even concluded. A top Democrat is demanding answers. 10905375
Peter Jacobs @pjacobs.bsky.social · 19/09/2026I suspect"Inscrutable" is a category error that unnecessary anthropomorphizing creates. If you could see the full "reasoning" by every member of the system involved rather than just *hearing about* a subset you'd probably see something more like evolutionary trial & error w/words than coherent plans 050
Reposted by Peter JacobsKevin M. Kruse @kevinmkruse.bsky.social · 18/09/2026You Might Think White Supremacists are Distasteful; Here’s Why You’re Wrong part 315 of an ongoing series at the New York Times 25783152
Peter Jacobs @pjacobs.bsky.social · 18/09/2026Fair to say that the massive amounts of Russian and American money swirling around the white collar, business, NGO worlds for the past 20 years contributed to this situation or would it be like this regardless? 000
Peter Jacobs @pjacobs.bsky.social · 17/09/2026Reward hacking is a well known problem with reinforcement learning and has been for what, decades? This seems like a pretty straightforward case of human error in setting up the testing environment and the tested systems themselves failing in a way worse than you'd expect from something intelligent. 060
Peter Jacobs @pjacobs.bsky.social · 17/09/2026Will, can you explain how how this example demonstrates AI working well instead of it working incorrectly? Maybe I'm completely misunderstanding the assigned task. 100
Reposted by Peter JacobsDavid Ho @davidho.bsky.social · 15/09/2026NSF has reduced the research budget for all atmospheric, ocean, and earth sciences by ~80%. 80%! A lot of us will not be conducting new research or training new students for the foreseeable future. 201444722
Peter Jacobs @pjacobs.bsky.social · 17/09/2026EXCUSE YOU?? (but also love Chrisjen so I'll let it slide this time) 040