FINDING #5192 · UNIT ID 1149784146
alexeygrigorev/ai-engineering-field-guide
Research into AI engineering interview assignments, take-home challenges, and hiring practices from 2026
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
24.94
ACCEL
-0.00
RETENTION
9.1%
PEAK 2026-03-12 · FORK-RETENTION 0.0% · 4,489 STARS / WINDOW
Author Audience
AUDIENCE
7,635
FOLLOWERS
5,879
OWNER ★
17,561
Engagement Signals
FORKS
420
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 4,489 / 4,489 (DIVERSITY 1.00)
Why This Is A Finding
alexeygrigorev/ai-engineering-field-guide собрал 4,489 звёзд за окно, тогда как у автора всего 5,879 подписчиков — эффективная аудитория ≈ 7,635. Это даёт surprise-индекс 0.00325 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 13% 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 13%
VELOCITY24.943.29+21.64ABOVE 94%
RETENTION9.1%11.3%-2.3 PPABOVE 43%
FORKS42099+321ABOVE 85%
SURPRISE0.000.01-0.01ABOVE 27%