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It was fun writing our book because I SAW you do that. And I had a different approach - I would outline obsessively and hold the whole chapter in my head at once before I started writing. Holding a whole chapter and cross referencing everything with everything else was O(N^2). You're approach for writing one instance of the chapter was linear O(N) but you did it M times... so O(M*N) ... maybe about the same :P


I'm very loosely tracking the state of the art of LLM spatial reasoning in this blog post - https://arcturus-labs.com/blog/2025/03/31/visual-reasoning-i...

Hint ... we've got a long way to go.


classic post


You're absolutely right. This was a post I tossed together quickly just to see what could be done without thinking too much. In retrospect, I think this would be better implemented using Elasticsearch sparse vector fields which allow you to specify the value of every token. Maybe I'l make an update post to try again.


Practical advice! So many good products are lost by people that become fixated on unnecessary evals too early. You need to build your eval muscle AS you release product and get real feedback.


RAG is a pain to set up, so I tried something different. Instead of dealing with vector DBs and all that complexity, just let the LLM navigate well-structured docs like a human—exploring outlines and diving into sections. It’s simple, and works great for stuff like technical manuals or llms.txt.


Feels like it's a dopaminergic response to hearing a word but not knowing what it is. It's a novelty seeking thing. But once the work seems to be well understood, the novelty wears off and the novelty seeking mechanisms in humans quit responding.


If you get tinnitus, spend the first couple of months looking for a solution. Get opinions and second opinions. If that doesn't work, then wait for 6 months and then try again. If that doesn't work then wait for 9 more months then try again. If that doesn't work wait for 12 more months and then try again.

Most likely you'll habituate to the sound (as I have). What was once a living nightmare will become (miraculously) a non-issue. Occasionally, as one person said it even becomes "comfy" - or as I told my wife recently, it's just the sound that the world makes when you're alive. Really, it's not much different from other signal processing affects in other senses. If you close your eyes and concentrate you can see visual noise. It's also there when you open your eyes (floaters for example). But you don't worry about that because it's commonplace. Sound seems different because it's new - but it will become the same type of thing.

An important part of getting better is accepting that (likely...) you're not going to get better. And then, after just being with it for a while and not trying to push it away, you realize that it's not so bad - you get better. Just let life suck for a while. My experience hasn't been pleasant, but I've learned a lot about the nature of life. Fair trade. Wouldn't want to do it again, but glad to have done it.


Oh yeah. And what to do while pretending that this doesn’t suck? Listen to white noise on earbuds. It used to feel like an inner ear massage for me.


Good gosh, you are my doppelganger. Let's at least meet and try to figure this one out. Twitter: @jnbrymn


Oh hey! And you remember that time we wrote a book about a technology we were unfamiliar with? Shame driven development in action right there!


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