FINDING #3417 · UNIT ID 1229729956
XBuilderLAB/cheat-on-content
You're reading this. The skill predicted it. A workflow that turns every post into a calibrated experiment—score, blind-predict, retro, evolve. The future doesn't reward effort, it rewards those who see the pattern first. 1M followers in a month — not luck, system.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
9% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
20.67
ACCEL
+0.27
RETENTION
32.5%
PEAK 2026-08-09 · FORK-RETENTION 62.8% · 620 STARS / WINDOW
Author Audience
AUDIENCE
2,363
FOLLOWERS
422
OWNER ★
7,615
Engagement Signals
FORKS
910
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 620 / 620 (DIVERSITY 1.00)
Why This Is A Finding
XBuilderLAB/cheat-on-content собрал 620 звёзд за окно, тогда как у автора всего 422 подписчиков — эффективная аудитория ≈ 2,363. Это даёт surprise-индекс 0.0086 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 62.8% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 64% OF 9591 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9591 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.010.00+0.00ABOVE 64%
VELOCITY20.673.63+17.03ABOVE 90%
RETENTION32.5%24.8%+7.6 PPABOVE 65%
FORKS910120+790ABOVE 90%
SURPRISE0.010.01+0.00ABOVE 52%