John R. Lawson's Avatar

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. ๐Ÿ‡บ๐Ÿ‡ธ ๐Ÿด๓ ง๓ ข๓ ฅ๓ ฎ๓ ง๓ ฟ ๐Ÿ‡ฌ๐Ÿ‡ง

632 Followers  |  621 Following  |  841 Posts  |  Joined: 16.10.2023  |  2.1684

Latest posts by johnroblawson.bsky.social on Bluesky

can you imagine sitting in that audience as a three-star flag officer โ€” decades in the service, multiple post-grad degrees and a virtually unequaled level of command expertise โ€”ย and being forced to watch this dunderheaded dry drunk give an off-brand jordan belfort seminar?

30.09.2025 12:30 โ€” ๐Ÿ‘ 5183    ๐Ÿ” 747    ๐Ÿ’ฌ 83    ๐Ÿ“Œ 37

Funny how the guy yelling about professionalism looks like a middle manager at Menโ€™s Wearhouse.

30.09.2025 12:42 โ€” ๐Ÿ‘ 478    ๐Ÿ” 43    ๐Ÿ’ฌ 24    ๐Ÿ“Œ 1

Hopefully someone is around to deport me. The government phone keeps going to voicemail

30.09.2025 12:49 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Fuck you, we arenโ€™t done โ€œwith that shitโ€.

30.09.2025 12:49 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
Post image

Oooh yeah this is a sweet re-recording.

27.09.2025 00:46 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Iโ€™m behindโ€ฆ! Thanks for reminding me. I am half-fuelled by satire these days

22.09.2025 02:46 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Yeah I think thatโ€™s my worry too. Most real people not in the ivory towers and bubbles (cough) have thrown out the baby with the bath water at this point.

21.09.2025 23:36 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Oh stop it. Encarta triggers whole-body nostalgic response and I have things to do!

21.09.2025 23:13 โ€” ๐Ÿ‘ 4    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

IMO niche markets in tech and research will keep LLM companies afloat. Iโ€™m in awe daily of genetic AI and massive productivity increase (without sounding like a capitalist cog ๐Ÿ˜ฉ). Businesses donโ€™t mind paying $$$ but it is probably OK that edu turns to small fine-tuned low-error models (or books!?!)

21.09.2025 23:11 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Thereโ€™s utility in narrowing bands of uncertainty at the very worst!

21.09.2025 23:08 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Reminds me of chaos theoryโ€™s hard limitation of knowledge, which makes sense given a connection to information theory and exponential growth of entropy, decision trees (waving my hands a lot here. Thanks for the link, looks great.)

21.09.2025 23:06 โ€” ๐Ÿ‘ 3    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Makes sense! Hit me though. If AI used something stochastic like a genetic algorithm to discover something, then I suppose the human creativity is the initial AI as a tool to enact a creative method. But I might argue (badly) humans are doing the same thing via either psychology or brain chemistry.

21.09.2025 23:01 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Getting the most out of an LLM by acting as if itโ€™s human is both fascinating and hilarious, on the other hand.

21.09.2025 22:57 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

I pray to the robot gods that all students must have mandatory training in AI ethics, usage, limitations etc. In hindsight, the most regrettable attribute ChatGPT had was appearing like a search engine. When even the devs canโ€™t explain certain behavioursโ€ฆ

21.09.2025 22:06 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

May I ask though: why emotional? Is this the same creativity (innovation, divergence) in both science and art?

As an aside, I liked โ€œEverything is a sequence but only some things are a patternโ€ I read recently, which got me thinking about how art may not convey anything via another cultureโ€™s lens.

21.09.2025 03:38 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

You know, this all feels like when the staff put the lights on for a few seconds at a nightclubโ€™s closing time. Yeah yeah, we get the hint, weโ€™re drinking up.

21.09.2025 03:29 โ€” ๐Ÿ‘ 3    ๐Ÿ” 0    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 0
Post image

But he did, took it down after six minutes butโ€ฆโ€ฆ..

21.09.2025 01:06 โ€” ๐Ÿ‘ 19    ๐Ÿ” 9    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

So much of discussion and misunderstand (and anger!) occurs when thereโ€™s mix-up with semantics. For instance, if I say โ€œcreativity is rearranging pre-existing blocks in new patterns, some of which are improvementsโ€, how many people will want to write me a strongly worded letter?

21.09.2025 02:11 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

I appreciate the time youโ€™ve taken to reply with these. You highlight an issue: probability. No LLM tuned to please an average user would risk a paradigm-shifting response until you really shoved it there โ€” like you say, with an expert, breaking axioms etc. Iโ€™ll mull over your other comments.

21.09.2025 02:00 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Remember when Brexit to some was meant to stop โ€œthem forinursโ€ coming in, yup those nasty Polish people coming and being European and all, but then ends up increasing immigration from Commonweath countries in global south to fill roles. I laugh when the racists canโ€™t even do racism right.

20.09.2025 22:40 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Honestly, Iโ€™m ignorant as a result of discipline hopping and jargon illiteracy, but if I iterate logic with an LLM over new scientific research and it finally makes a breakthrough, is that evidence of creative AI and emergent properties over mere language?

20.09.2025 22:23 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Iโ€™ll be all woo-woo and say that LLMs have shown more emergent properties that Shannon wouldโ€™ve foreseen. I hope we keep prodding and poking the models for these unknown benefits, and for knowledge and not profit. (Can we optimise for both? ๐Ÿ˜ฌ)

20.09.2025 22:15 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

And energy costs ๐Ÿ˜ฌ oops, being more depressing now

20.09.2025 22:09 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
Post image

Butโ€ฆ (this is about the third clarification issued!)

20.09.2025 21:54 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

I hear that is a Jesus thing to do actually

20.09.2025 21:49 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
Post image Post image

Oh these are good ones too. Didnโ€™t even see these. Well thatโ€™s quite an upsetting one.

20.09.2025 21:46 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

That is a disgusting act

20.09.2025 21:33 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

I can attest that it is more nuanced than that, but part of the problem is time needed to create a local knowledge base and optimise prompt wording. Might not save some peopleโ€™s time in some cases? Any generated content should contain an expression of risk: canโ€™t see a way forward otherwise.

20.09.2025 21:26 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Iโ€™m building something โ€œsimilar-ishโ€ and itโ€™s all version systemed and estimates of uncertainty are carried through the โ€œpipelineโ€ of agents. I hope use of smaller models encouraged more explainable, transparent AI.

20.09.2025 21:23 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

It is hard to tell if he hates Americans more than foreigners

20.09.2025 21:16 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

@johnroblawson is following 19 prominent accounts