FINDING #2782 · 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.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
8% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
2.27
ACCEL
-0.02
RETENTION
29.7%
PEAK 2026-08-04 · FORK-RETENTION 83.3% · 68 STARS / WINDOW
Author Audience
AUDIENCE
240
FOLLOWERS
33
OWNER ★
870
Engagement Signals
FORKS
99
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 68 / 68 (DIVERSITY 1.00)
Why This Is A Finding
china-qijizhifeng/agentic-harness-engineering собрал 68 звёзд за окно, тогда как у автора всего 33 подписчиков — эффективная аудитория ≈ 240. Это даёт surprise-индекс 0.0081 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 83.3% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 71% OF 9593 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9593 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.010.00+0.00ABOVE 71%
VELOCITY2.273.63-1.37ABOVE 27%
RETENTION29.7%25.0%+4.7 PPABOVE 59%
FORKS99117-18ABOVE 46%
SURPRISE0.010.01+0.00ABOVE 50%