FINDING #12 · UNIT ID 1301485123
Paritok-official/paritok-4b-v1
Non-destructive compression gateway for AI coding agents. Cuts token bills 25% on turn 1 to past 85% in long or saturated sessions, and fits ~3× more turns in the same context window. Powered by our open-source code-native 4B model. Drop-in for Claude Code, Cursor, Codex, OpenHands, and any BASE_URL agent.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
40% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
51.14
ACCEL
+26.25
RETENTION
0.0%
PEAK 2026-08-08 · FORK-RETENTION 0.0% · 358 STARS / WINDOW
Author Audience
AUDIENCE
193
FOLLOWERS
6
OWNER ★
906
Engagement Signals
FORKS
114
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 358 / 358 (DIVERSITY 1.00)
Why This Is A Finding
Paritok-official/paritok-4b-v1 собрал 358 звёзд за окно, тогда как у автора всего 6 подписчиков — эффективная аудитория ≈ 193. Это даёт surprise-индекс 0.22 (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 100% OF 9754 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9754 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.300.00+0.30ABOVE 100%
VELOCITY51.143.43+47.71ABOVE 96%
RETENTION0.0%29.2%-29.2 PPABOVE 0%
FORKS114137-23ABOVE 45%
SURPRISE0.220.01+0.21ABOVE 99%