FINDING #8502 · UNIT ID 1205618518
whwangovo/pyre-code
A self-hosted ML coding practice platform. 68 problems from ReLU to flow matching — attention, training, RLHF, diffusion, and more. Instant feedback in the browser.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
1% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
3.33
ACCEL
+0.50
RETENTION
0.0%
PEAK 2026-08-28 · FORK-RETENTION 0.0% · 10 STARS / WINDOW
Author Audience
AUDIENCE
160
FOLLOWERS
33
OWNER ★
1,270
Engagement Signals
FORKS
113
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 10 / 10 (DIVERSITY 1.00)
Why This Is A Finding
whwangovo/pyre-code собрал 10 звёзд за окно, тогда как у автора всего 33 подписчиков — эффективная аудитория ≈ 160. Это даёт surprise-индекс 0.0167 (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 11% OF 9558 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9558 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 11%
VELOCITY3.335.67-2.33ABOVE 18%
RETENTION0.0%42.9%-42.9 PPABOVE 0%
FORKS113333-220ABOVE 30%
SURPRISE0.020.00+0.01ABOVE 72%