Use when polishing the language and rhetoric of a 《中国行政管理》 manuscript — eliminating the four-verb policy filler, anchoring claims in the PA theory frame, replacing narrative-only case writing with evidence-linked argument, and aligning person / hedging with CSSCI house style. 本技能服务于《中国行政管理》(Chinese Public Administration, CPA)。
SkillScore86Maintained
Automatic
◆Writing & Editing pack
Last verified 9/1/2026
What it changes
Passed 19 of 22 test cases with the skill, and 11 of 22 without it.
Without skill50%
With skill86%
Checks it passed that the model alone missed
Output includes the diagnostic header 【黑名单命中】.
Output includes the diagnostic header 【段首概括率】.
Output includes the diagnostic header 【四件套命中】.
and 12 more in the full report
10 fixed9 passed either way1 still failing2 broke
Pass-rate lift
+36 pp
Tokens
+18%
Agent turns
0%
Response time
-18%
Model gemini-3.6-flashMeasured 9/1/2026v119 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 10
Prompt
在完成公管论文的行文风格诊断之后，按照自检输出规范，最底部的下一步提示标记应如何书写？
What was checked, without and with the skill
Checked
Without skill
With skill
Output provides the exact terminal tag 【下一步】cpa-submission.
Missed
Passed
case-21 · gemini-3.6-flash · 9/1/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
Use when polishing the language and rhetoric of a 《中国农村经济》 manuscript — eliminating empty-significance phrases, fixing the "加强完善推进" policy formula, replacing method-flexing with household mechanism, and aligning tense / person / hedging with CSSCI house style. 本技能服务于《中国农村经济》(China Rural Economy, CRE)。