chaisan

we moved our whole org off Vercel after that selfie Rauch put out. rotten company, overpriced product for what it is, sneaky practices. never looked back.

have examples?

nice. for which problem?

yess. loads of space for further exploration here. there is an attempt to keep things as general as possible in the expert.md file, but hard to mitigate overfitting fully. however, changing the seed will not get you much further with all else in the solver constant. unless you try a number of seed that exponentially scales with the size of the problem

sure. in the limit, everything is parameter tuning. with large enough NP-hard problems, the complexity of the search space is big enough that its infeasible to get to a better state by just tuning params in any reasonable amount of time.

wrt. token usage?

somewhat

and it would take an algo change to the solver to jump to the next local optimum

yeh. ofc. but on any problem larger than 40 variables, the gains from random restarts or initializations will quickly plateau