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

FINDING #1933 · 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

SURPRISE0.0173

ENGAGEMENT0.20

FRESHNESS1.00

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

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

2% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

4.33

ACCEL

+1.50

RETENTION

50.0%

PEAK 2026-07-14 · FORK-RETENTION 0.0% · 13 STARS / WINDOW

Author Audience

AUDIENCE

211

FOLLOWERS

OWNER ★

754

Engagement Signals

FORKS

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 13 / 13 (DIVERSITY 1.00)

Why This Is A Finding

china-qijizhifeng/agentic-harness-engineering собрал 13 звёзд за окно, тогда как у автора всего 30 подписчиков — эффективная аудитория ≈ 211. Это даёт surprise-индекс 0.0173 (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 62% OF 5024 FINDINGS

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METRICS IN CONTEXT

MEDIAN ACROSS ALL 5024 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00+0.00ABOVE 62%

VELOCITY4.336.67-2.33ABOVE 30%

RETENTION50.0%46.5%+3.5 PPABOVE 51%

FORKS80116-36ABOVE 40%

SURPRISE0.020.01+0.00ABOVE 55%