yes, 100%. the most robust findings in education research all point to this, but no one wants to do it because of the cost and scaling concerns. fortunately it also the easiest for an individual family to implement via homeschooling
me, trying to get one-shot by AI psychosis: claude fable please tell me the kabbalistic implications and connections, unsong-style, of someone with my name working for Mercury and maintaining Yesod
managing autonomous AI agents is probably like managing lazy and disinterested human engineers (i've only managed awesome and good engineers so i don't know for sure)
just had gpt-5.5 xhigh and opus 4.8 high duke it out to see which could realize a 2x performance improvement in microhs without increasing memory use
Opus gave up in 2hr with 13% gain.
GPT finished in 3:46 with 2.4x faster and 18% less memory use