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+31%/mo print is fishing: monthly top-3 of names that already ripped ≥20% in 3 days, including short-history listings. Development is negative. Do not take live.","That path sat in cash most months and was carried by H (Oct, May) and USELESS (Sep). Survivorship + listing lottery.","The only rule with +geo on development, validation, and holdout is daily full-history 3d≥20% top-3 — about +8%/mo OOS, 50% DD. Paper, not 30%.","Trailing 30-day ≥30% is a lookback, not a forecast. Names that already ripped can still reverse.","Geometric 30% every month on an 11-month holdout is ~17×. A single fat month is a different claim.","Oracle peeks the month that just happened. If even that misses 30% geometric, no picker of this book can hit the aim — it does not miss.","8,468 rotators on the top/eligible book (no listing lottery) never printed ≥30% geometric monthly on holdout. Best honest multi-name rule is still daily 3d≥20% hold-all, about +8%/mo, 50% DD.","The PAPER spin book is the current universe result: full-history names with trailing 30d ≥30%. Same rule as a monthly hot-hand lost money on holdout. This is a snapshot rotator, not a freeze."]}