John R. Lawson
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johnroblawson.bsky.social
John R. Lawson
@johnroblawson.bsky.social
Senior AQ Scientist, Bingham Ctr \\ Research Asst Prof in Math & Stats, Utah State \\ Vernal, UT \\ Musician \\ Meteorologist making risk-based ozone predictions \\ I study LLMs, chaos, information, uncertainty \\ We are rust worshipping rain. 🇺🇸 🏴󠁧󠁢󠁥󠁮󠁧󠁿 🇬🇧
Regarding obs: what about atypical archive of obs such as the vertically pointing MST radar near Aberystwyth?

Regarding reanalyses: they’re fantastic for setting baselines when evaluating forecasts. Also case studies of old events with as close to “like for like” as possible.
November 4, 2025 at 10:03 AM
Yeah! It’s a function of practical tests’ trustworthiness. I can’t vibe-code a prediction model and pray it doesn’t have a snowfall bias. But then our new website is entirely supervised “coding with natural language” allowing high school students to be trained, contribute, learn. Mantra: caution! 😥
November 3, 2025 at 12:50 AM
So we aren’t using the same word then. Inference is the act of proposing the next symbol based on current state(s). LMs in general don’t understand what you mean on Google Translate either. It can still be correct. That’s inference too.
October 29, 2025 at 6:17 PM
Cited two of those papers recently after deliberately writing with a LLM sceptic on LLMs, haha, and he was right there with his Bullshit papers.
October 29, 2025 at 5:14 PM
Nope, my first big use of LLMs was fixing a six year math problem I couldn’t work out. It’s Shannon at the core: information transfer. I don’t care what it sounds like and neither does info entropy quantification.
October 29, 2025 at 5:13 PM
Truth is a pattern, a sequence, that can be true by accident. I don’t think truth must be intentional. Maybe that’s way off into philosophy at this point
October 29, 2025 at 5:11 PM
We definitely have different definitions of inference…
October 29, 2025 at 5:09 PM
(I did a first round and it hit me I haven’t seen an email about R2. Oh no…)
October 29, 2025 at 4:02 PM
Lovely plot, nice work.
October 29, 2025 at 2:50 AM
You’ve posted this a lot I see. How do you know?
October 20, 2025 at 2:56 PM
Moving! Extremely moving.
October 19, 2025 at 12:58 AM