FINDING #4970 · UNIT ID 1002593055
PaulDuvall/ai-development-patterns
A comprehensive collection of AI development patterns for building software with AI assistance, organized by implementation maturity and development lifecycle phases. Includes Foundation, Development, and Operations patterns with practical examples and anti-patterns.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
51% 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
Growth Telemetry
VELOCITY /D
1.73
ACCEL
+0.02
RETENTION
4.7%
PEAK 2026-06-17 · FORK-RETENTION 0.0% · 311 STARS / WINDOW
Author Audience
AUDIENCE
243
FOLLOWERS
155
OWNER ★
875
Engagement Signals
FORKS
49
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 311 / 311 (DIVERSITY 1.00)
Why This Is A Finding
PaulDuvall/ai-development-patterns собрал 311 звёзд за окно, тогда как у автора всего 155 подписчиков — эффективная аудитория ≈ 243. Это даёт surprise-индекс 0.00612 (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 16% 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 16%
VELOCITY1.733.29-1.57ABOVE 11%
RETENTION4.7%11.3%-6.6 PPABOVE 21%
FORKS4999-50ABOVE 27%
SURPRISE0.010.01-0.00ABOVE 38%