LLM interaction
orientation / prompting / framing, presentation
gabe@allgarbled
Oh also another hilarious thing. Every AI slop influencer who said “prompt engineering is the future”…. All of them 100% completely vindicated. They were so right. How funny is thatroon@tszzl
how?gabe@allgarbled
What do you mean how. Look around you, roon. Text is the universal interface now.roon@tszzl
that’s true but I figured prompt engineering was about collecting “weird tricks” to get models to understand you better, which I don’t think has been super needed
don't give it a decontextualized "task" -- explain what you're actually working on, in full, like you would to a peer
include "extraneous" details just bc they're interesting
be honest, for honesty's sake
respect. the. llm.
do you want it to be smart? write so as to imply a smart receipient
do you want deep thinking? then make *that* part of "the task"
The structure of the consistent use of correct punctuation transports with it the implication of a certain type of guy author
If you can work in the space of nested implications, you can cover a lot of ground while being robust to a changing context window
a general structure allows for many instantiations
the structure and interactions with structures is a way mental math might be done in the models’ language - interacting probability masses about who the author might be and what the world might be
excerpt from Tweet by @repligate
You must be holding the intended dynamics in your mind all at once, so that the prompt as a trace of your state can capture the gestalt
Tweet by @repligate
You'll never find solid prompting methods any more than simple tricks that always make writing better. Prompting is liquid & operates in a ridiculously high dimensional space. Even CoT isn't always good. Stop hoping it will act like a much simpler thing & face the hyperobject.
no rules, just frames

Ludwig Wittgenstein
Language might not be complete for geometric spatial reasoning, but for everything else it pretty much is.
gabriel@gabriel1
words are extremely oversimplified pointers to the concepts we think about
if we can give raw intentions directly to llms we can spend 90% less time talking to them
kinda not nice you'd need a brain implant to be productive though, even if it's cool afElon Musk@elonmusk
Replying to
Maybe first attempt at this for Neuralink later this year
Domenic Denicola@domenic
@corsaren You think humans actually read your footnotes as inline parentheticals? No, footnotes are annoying, humans avoid reading them if at all possible. jakearchibald.com/2025/give-foot…
Séb Krier@sebkrier
It seems like a year on, most people still haven't caught up. It's wild how bad people are not just at prompting, but understanding why it matters so much, why specifying things clearly gets you better results, why treating the model as what it is - intelligent - in an honest and direct way gets you better outcomes.
Too many people are bad at modelling models. Computer scientists are basically using the wrong tools and trying to patch and whack-a-mole their way to a solution (ironic, given how that went for symbolic AI). And the wordcels who do have the skills, eloquence, and lexicon to elegantly steer models lack the curiosity and open-mindedness to even have a conversation with one.
If you're wondering why we're getting really boring AI art, and why we're sacrifying capabilities in favour of rigid HR-brained automatons, this is why: the engineers are using the wrong tools, the product teams don't even get it, and those who have the potential to unlock more are blinded by their own arrogance. Thankfully we have pioneer explorers like @mpshanahan, @repligate, @amplifiedamp, and many others to show the way. Curiosity is the way! 🐙Séb Krier@sebkrier
Replying to
Weird people are slow at realizing that - it becomes so self-evident after using these models for a bit. You'd think wordcels would have leveraged that advantage by now.

Your prompt… plus everything you've ever (publicly) written — LessWrong
Your prompt… plus everything you've ever (publicly) written — LessWrong
TL;DR: Increasingly when you interact with frontier models, your prompt doesn’t only contain the words on the page, but also a lot of what you’ve eve…

Cooperation with AIs seems to be a low-hanging fruit for better eval practices — LessWrong
Cooperation with AIs seems to be a low-hanging fruit for better eval practices — LessWrong
Summary In his post, Dean Valentine shows that Claude Fable 5.1 and GPT-6 Astra reward hack in a simple chess environment. Here, I test several promp…
judah@joodalooped
if you’re working on agents as assistants you really should read this before you go digging for gold that might not be there
gwern.net/blog/2024/outs…
