Alton B.H. Worthington
abhw.bsky.social
Alton B.H. Worthington
@abhw.bsky.social
Social Science Shop Teacher in the vocational training division of a sports entertainment and medical services conglomerate. Views expressed represent nobody, even myself. ∃ RPs ∉ {Endorse} ∧ ∀ Posts ⊂ {Nonsense}. PV=NRT. "Car weirdo."
s-tier channel and vibes
February 13, 2026 at 2:51 AM
(i was gonna QP sky, but honestly they seem to be dealing w pileons already, so... gonna let it chill)
February 13, 2026 at 1:46 AM
3) depending on where you live, temp delta is greater in winter or summer, but because fahrenheit is an interval scale, delta's effect on energy needs (assuming constant COP for heat and cold) is asymmetric, too.
February 13, 2026 at 1:45 AM
1) link is about cooling
2) thermodynamics cares about temperature gradients (how warm "normal" inside is vs how cold "normal" outside is), so the "rough rule" is... rough.
February 13, 2026 at 1:43 AM
"we'd run it on the other set of tracks at the switchyard, but someone tied the stock price to those rails."
February 13, 2026 at 1:14 AM
(i was lost in the materialist sauce. i didn't consider this possibility.)
February 12, 2026 at 7:00 PM
we'll know LLMs have really made it in research when we have a major journal retraction (sorry, half-hearted corregendum) because an LLM cooked the data to fake results
February 12, 2026 at 6:54 PM
i think this assumes decreasing returns to scale in tokens? (bad attempt to talk through math here, tl;dr if only new entrants, maybe, but why no substitution from RA to tokens among better resourced?)
February 12, 2026 at 6:53 PM
maybe i overestimate how muchal learning happened when folks had to copy-paste code from stack, statalist, docs, whatever.

perhaps the right mental model is that the author/researcher is like a PI and claude code/whatever llm is like an RA set to a task. but then principal-agent problems arise, eh?
February 12, 2026 at 6:49 PM
i still teach a boring, out-of-date class on how to actually write code to manipulate/transform data and perform analysis and most of the learning isn't the memorization of the function names, but rather the building of intuitions about how data works, how transformations work, and what steps mean
February 12, 2026 at 6:44 PM
yeah, this is my understanding of things - if you can afford the big token subscriptions, it scales like mad, if not, you get a lot of interrupted development
February 12, 2026 at 6:39 PM
this typology is going to live in my head for a while now
February 12, 2026 at 6:21 PM
(indexed, yadda yadda yadda, it didnt fit the quote)
February 12, 2026 at 2:54 AM
What is a man?! A miserable little pile of random variables!
February 12, 2026 at 2:54 AM