FINDING #3161 · 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)
3% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
26.86
ACCEL
-4.36
RETENTION
57.9%
PEAK 2026-08-23 · FORK-RETENTION 87.5% · 188 STARS / WINDOW
Author Audience
AUDIENCE
2,372
FOLLOWERS
423
OWNER ★
7,642
Engagement Signals
FORKS
912
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 188 / 188 (DIVERSITY 1.00)
Why This Is A Finding
XBuilderLAB/cheat-on-content собрал 188 звёзд за окно, тогда как у автора всего 423 подписчиков — эффективная аудитория ≈ 2,372. Это даёт surprise-индекс 0.0111 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 87.5% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 68% OF 9771 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9771 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.010.00+0.00ABOVE 68%
VELOCITY26.863.71+23.14ABOVE 91%
RETENTION57.9%39.3%+18.6 PPABOVE 77%
FORKS91291+821ABOVE 92%
SURPRISE0.010.01+0.00ABOVE 55%