FINDING #4355 · 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)
1% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
1.71
ACCEL
+0.21
RETENTION
0.0%
PEAK 2026-08-29 · FORK-RETENTION 0.0% · 12 STARS / WINDOW
Author Audience
AUDIENCE
240
FOLLOWERS
33
OWNER ★
868
Engagement Signals
FORKS
99
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 12 / 12 (DIVERSITY 1.00)
Why This Is A Finding
china-qijizhifeng/agentic-harness-engineering собрал 12 звёзд за окно, тогда как у автора всего 33 подписчиков — эффективная аудитория ≈ 240. Это даёт surprise-индекс 0.00613 (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 55% OF 9771 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9771 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00+0.00ABOVE 55%
VELOCITY1.713.71-2.00ABOVE 12%
RETENTION0.0%39.3%-39.3 PPABOVE 0%
FORKS9991+8ABOVE 52%
SURPRISE0.010.01-0.00ABOVE 39%