In two thousand six i did another round of research where i incorporated small cap stocks as the third acid class, in addition to my original intirmediate term us. Government bonds and large cap us. Stocks. That raised the withdrawal rate from four point one to four and a half %. And then in the last year and a half, i added o four more acid classes to that, including treasury bills, us, midcap stock, us, miche cap stocks and international stocks. And it only increased ther drall rate from 4 point five to four point seven %. So i think we're starting to reach diminishing returns. Were perhaps, i don't know, honesty, i

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