awslabs/aidlc-workflows — GitHub trend

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FINDING #5403 · UNIT ID 1096054771

awslabs/aidlc-workflows

AI-Driven Life Cycle (AI-DLC) adaptive workflow steering rules for AI coding agents

[ PYTHON ][ ORG ][ VERIFIED ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.000153

ENGAGEMENT0.20

FRESHNESS1.30

SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE

SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)

17% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

20.60

ACCEL

+0.25

RETENTION

0.0%

PEAK 2026-07-15 · FORK-RETENTION 0.0% · 618 STARS / WINDOW

Author Audience

AUDIENCE

134,219

FOLLOWERS

11,254

OWNER ★

140,593

Engagement Signals

FORKS

584

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 618 / 618 (DIVERSITY 1.00)

Why This Is A Finding

awslabs/aidlc-workflows собрал 618 звёзд за окно, тогда как у автора всего 11,254 подписчиков — эффективная аудитория ≈ 134,219. Это даёт surprise-индекс 0.000153 (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 14% OF 6295 FINDINGS

#01shy3130/tickflow-stock-panel[ PYTHON ]0.46 #06Panniantong/Agent-Reach[ PYTHON ]0.29 #10sums001/Windows-Copilot-API[ PYTHON ]0.27 #12HUANGCHIHHUNGLeo/claude-real-video[ PYTHON ]0.24 #14realiti4/claude-swap[ PYTHON ]0.21

METRICS IN CONTEXT

MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 14%

VELOCITY20.604.23+16.37ABOVE 87%

RETENTION0.0%29.4%-29.4 PPABOVE 0%

FORKS58492+492ABOVE 87%

SURPRISE0.000.01-0.01ABOVE 5%