FINDING #4927 · UNIT ID 1385768572
terrafying/ai-torture-chamber
The AI Torture Chamber: steering small open models into strong valence states and measuring what they say and do. Live at wirehead.agency.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
64% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
78.43
ACCEL
-21.93
RETENTION
25.1%
PEAK 2026-10-03 · FORK-RETENTION 51.2% · 549 STARS / WINDOW
Author Audience
AUDIENCE
189
FOLLOWERS
102
OWNER ★
865
Engagement Signals
FORKS
217
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 549 / 549 (DIVERSITY 1.00)
Why This Is A Finding
terrafying/ai-torture-chamber собрал 549 звёзд за окно, тогда как у автора всего 102 подписчиков — эффективная аудитория ≈ 189. Это даёт surprise-индекс 0.34 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 51.2% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 50% OF 9779 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9779 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 50%
VELOCITY78.433.57+74.86ABOVE 97%
RETENTION25.1%40.0%-14.9 PPABOVE 34%
FORKS217108+109ABOVE 66%
SURPRISE0.340.01+0.34ABOVE 99%