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

FINDING #1272 · 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

SURPRISE0.0229

ENGAGEMENT0.20

FRESHNESS1.37

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

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

23% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

5.73

ACCEL

-0.03

RETENTION

33.3%

PEAK 2026-07-09 · FORK-RETENTION 0.0% · 172 STARS / WINDOW

Author Audience

AUDIENCE

211

FOLLOWERS

OWNER ★

754

Engagement Signals

FORKS

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 172 / 172 (DIVERSITY 1.00)

Why This Is A Finding

china-qijizhifeng/agentic-harness-engineering собрал 172 звёзд за окно, тогда как у автора всего 30 подписчиков — эффективная аудитория ≈ 211. Это даёт surprise-индекс 0.0229 (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 80% 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

SCORE0.010.00+0.01ABOVE 80%

VELOCITY5.734.23+1.50ABOVE 60%

RETENTION33.3%29.4%+3.9 PPABOVE 57%

FORKS8092-12ABOVE 46%

SURPRISE0.020.01+0.01ABOVE 69%