china-qijizhifeng/agentic-harness-engineering — GitHub trend

FINDING #1037 · UNIT ID 1218737406

china-qijizhifeng/agentic-harness-engineering

Official AHE code — Agentic Harness Engineering: observability-driven automatic evolution of coding-agent harnesses (concurrent w/ meta-harness). NexAU-AHE reaches 84.7% ± 2.1 pass@1 on Terminal-Bench 2 (GPT-5.5). Lifts GPT-5.4 69.7→77.0% over 10 iters, beats Codex/ACE/Training-Free GRPO; frozen harness transfers to SWE-bench-Verified.

[ PYTHON ][ ORG ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.0165

ENGAGEMENT0.20

FRESHNESS1.34

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

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

100% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

4.13

ACCEL

+0.06

RETENTION

11.6%

PEAK 2026-05-20 · FORK-RETENTION 0.0% · 743 STARS / WINDOW

Author Audience

AUDIENCE

211

FOLLOWERS

OWNER ★

754

Engagement Signals

FORKS

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 743 / 743 (DIVERSITY 1.00)

Why This Is A Finding

china-qijizhifeng/agentic-harness-engineering собрал 743 звёзд за окно, тогда как у автора всего 30 подписчиков — эффективная аудитория ≈ 211. Это даёт surprise-индекс 0.0165 (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 83% OF 5944 FINDINGS

#14adminlove520/AI-Account-Toolkit[ PYTHON ]0.0687 #29liaohch3/claude-tap[ PYTHON ]0.0532 #30Thysrael/Horizon[ PYTHON ]0.0521 #39dreamzero0/dreamzero[ PYTHON ]0.0478 #40hero8152/Infinite-Canvas[ PYTHON ]0.0471

METRICS IN CONTEXT

MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.010.00+0.01ABOVE 83%

VELOCITY4.133.29+0.83ABOVE 58%

RETENTION11.6%11.3%+0.3 PPABOVE 51%

FORKS8099-19ABOVE 43%

SURPRISE0.020.01+0.01ABOVE 66%