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One issue with this that we ran into is that it costs actual countable money to run the test suite, which is distinct from anything else I’m used to, so the not
by roughly 2mo ago
One issue with this that we ran into is that it costs actual countable money to run the test suite, which is distinct from anything else I’m used to, so the notion that we’d do enough testing to generate a statistically significant gauge of performance - man, I know it’s correct, but I’m not sure my company will survive the process.
- dvogel 2mo agoFor these tests, why not tune the temperature and such to reduce the randomness and convert them to almost-always-succeeds vs almost-always-fails? Is it not the iteration count that drives up the cost?
- sarchertech 2mo agoIf turn the temperature down for tests, they won’t match production behaviors. If you turn it down too far in production, the output will just be bad.
- dvogel 2mo agoIsn't the goal of the author to get reproducible behavior out of the agent though? I would thinking turning the temperature down would serve that production goal too.
- roughly 2mo agoright, this is the whole problem - the stochastic behavior is both the goal and the problem. If you want your tests to match production, you need to get a reasonable sample size, which costs real money.
- sarchertech 2mo ago2 things. 1. If you turn the temperature down too far, the output is just bad and no amount of running prompts optimization will let you hill climb your way to good performance. 2. It’s not about determinism vs non-determinism. It’s about chaos. A perfectly deterministic model is still chaotic. Meaning that very small changes to the input result in very large changes to the output. Turning temperature down doesn’t actually get you predictable or reproducible behavior across different inputs.
- roughly 2mo agoThank you, I forgot about the chaotic aspect, too - that’s the other part that makes this brutal. The bot performs perfectly on your tests, but your customer abhors the Oxford comma, so you, your marketing team and your test suite can go to hell.
- daveguy 2mo agoMaybe a better approach would be to stop trying to get a product out of a slot machine?
- roughly 2mo agoBut I got real lucky once!