when this happens,
progress becomes autonomous.
every major advance in AI
has come from researchers—
reading scientific papers,
running experiments,
tuning models,
discovering new ideas.
if these research and engineering loops
can be learned by AI itself,
then intelligence no longer scales linearly
with human effort.
it compounds.
