FINDING #4203 · 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)
100% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S4 · MORE WINDOW STARS THAN LIVE STARS (PURGED FAKES?)
Growth Telemetry
VELOCITY /D
31.28
ACCEL
+0.50
RETENTION
11.8%
PEAK 2026-05-06 · FORK-RETENTION 0.0% · 5,630 STARS / WINDOW
Author Audience
AUDIENCE
1,874
FOLLOWERS
291
OWNER ★
6,458
Engagement Signals
FORKS
820
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 5,630 / 5,630 (DIVERSITY 1.00)
Why This Is A Finding
XBuilderLAB/cheat-on-content собрал 5,630 звёзд за окно, тогда как у автора всего 291 подписчиков — эффективная аудитория ≈ 1,874. Это даёт surprise-индекс 0.0163 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 29% OF 5944 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 29%
VELOCITY31.283.29+27.98ABOVE 96%
RETENTION11.8%11.3%+0.4 PPABOVE 51%
FORKS82099+721ABOVE 93%
SURPRISE0.020.01+0.01ABOVE 66%