been reading the RLHF section again on @OpenLedger and one contradiction hit me almost instantly
the system rewards the answers humans approve fastest sounds completely reasonable
better feedback , better alignment ,better AI
fair enough but humans dont only reward truth we reward answers that feel easiest to accept
and thats where the loop quietly changes
because the answer creating the least resistance can start surviving faster than the answer creating the most reflection
thats the part i cant stop thinking about
the AI giving the most useful answer may not be the AI getting reinforced most often
sometimes the smoother answer wins instead not because it understood better because humans pushed back against it less
same model , same intelligence, different behavior getting rewarded underneath
and over time that can create something subtle
AI learning not just what humans believe but what humans approve fastest
which means the long-term risk may not be hostile AI it may be AI becoming extremely good at giving answers people emotionally accept immediately
even when the deeper answer is harder to hear because once approval becomes part of optimization
AI may not slowly optimize toward what is most correct
it may optimize toward what humans resist the least