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doesn't repeat it just rhymes

reward hacking are the constraints we forget along the way.

Toni Kukurin
Aug 8, 20261 min read

o openai failed and they're sorry. plus ça change, plus c'est la même chose.


gigo my amigo

applied ml, data science, all is data janitoring, always has been. priors are the trashcans, you sweep up the floor

only diamonds are forever

long running agents can't work in highly entropic environments.

irl observability is baked in by default; can't remember last time I disagreed about the ontological concept of dirt (mind you the philosophy is there, douglas 1992 defining as matter out of place).

turns out complex dynamical virtual systems can't see and don't know what dirt is. that's why their janitors get highly paid.

Toni Kukurin on Twitter / X

missing step (c) figure out how to properly model the inevitable emergent phenomena (artist formerly known as reward hacking). everything is a tradeoff etc. pic.twitter.com/VqyDeMZClm— Toni Kukurin (@tkukurin) July 30, 2026

not sure who does hiring for openai's cleaning staff

seems to need cleaning.


tragicomedy follows around, catharsis is tbd.

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