fable taught me about the beta binomial and large observational studies that came down on both sides of the question about whether per family births are truly binomial. it also told me about countries like the uk and uae that are inching towards national genetic registries that might answer such questions definitively in time. as well as the efforts in Cyprus in this 80s to reduce beta thalassemia through voluntary testing of couples pre marriage.

it also researched vision correcting displays for me and i can finally put that idea to bed - i was never really going to pick up an optometry textbook tbh. plus it was able to pull together a bunch of geometric and physical context about light and the eye plugging exactly my personal knowledge gaps.

in general i suspect these materials might not be that interesting to others because they are so custom to my learning style and personal needs and preferences.

these are usually not one shot documents but rather many prompts deep before i get something I’m willing to sit down and read or study. but dramatically quicker than assembling it myself from primary sources. i wouldn’t say it matches master expositors but then they’re not available to write on any topic i happen to need right now.

plus I’ll just have a live voice discussion with the system when i go for a walk and there are still things bothering me on a topic. it takes a little patience but if i’m in the mood it’s amazing.

i generally find that it can help track down specific references if i suspect hallucinations. but especially on factual topics my experience so far has been extremely encouraging.

i've been curious about the feasibility of this concept for quite some time and now i have an actual example to study and measure and hack on, for a fraction of the cost of my pro sub. it wasn’t trivial, i doubt a non-swe could get it done in that time, but i'm a pretty happy customer overall.