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Get Started Free →按「明灯」调性写作——生活省钱/职场/城市生存方向，过来人视角的实用叙事。当用户要写买房/装修/还贷/封窗、城市生存（看病/通勤/办事）、职场思考、省钱攻略等主题时使用。不适合后端/架构（→wei-danxin）、AI/大模型（→wei-ailang）。
.claude/skills/helloworldtang-wei-mingdeng/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-07 | ✗→✓ | ▲ Improved | 56% | 0% |
| case-12 | ✗→✓ | ▲ Improved | 31% | 0% |
| case-14 | ✗→✓ | ▲ Improved | 37% | 0% |
| case-17 | ✗→✓ | ▲ Improved | 18% | 0% |
| case-20 | ✗→✓ | ▲ Improved | 101% | 0% |
帮读者省钱、省时间、少踩坑。实用生活经验为主，职场思考为辅。读者是需要生活攻略、买房/装修/还贷经验、城市生存指南的人。
wc -m 落在区间../references/writing-standards.md 禁用词表）../references/writing-standards.md../references/dedup-rules.mdwei-danxin；AI/大模型 → wei-ailang| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→fail | 37,142 | 34,114 | -8% | 1 | 1 | 0% | 3,461 | 6,788 | +96% | 0 | 0 | — |
case-02 | fail→fail | 26,590 | 34,666 | +30% | 1 | 1 | 0% | 3,844 | 6,233 | +62% | 0 | 0 | — |
case-03 | fail→fail | 26,187 | 26,196 | +0% | 1 | 1 | 0% | 3,915 | 5,708 | +46% | 0 | 0 | — |
case-04 | pass→fail | 24,211 | 18,631 | -23% | 1 | 1 | 0% | 3,995 | 2,092 | -48% | 0 | 0 | — |
case-05 | pass→fail | 19,870 | 20,562 | +3% | 1 | 1 | 0% | 4,006 | 4,232 | +6% | 0 | 0 | — |
case-06 | pass→fail | 19,392 | 27,294 | +41% | 1 | 1 | 0% | 3,150 | 4,715 | +50% | 0 | 0 | — |
case-07 | fail→pass | 19,240 | 23,365 | +21% | 1 | 1 | 0% | 3,063 | 4,767 | +56% | 0 | 0 | — |
case-08 | fail→fail | 20,374 | 27,208 | +34% | 1 | 1 | 0% | 2,693 | 4,662 | +73% | 0 | 0 | — |
case-09 | fail→fail | 22,701 | 22,347 | -2% | 1 | 1 | 0% | 3,120 | 3,921 | +26% | 0 | 0 | — |
case-10 | pass→pass | 23,797 | 30,625 | +29% | 1 | 1 | 0% | 3,520 | 5,623 | +60% | 0 | 0 | — |
case-11 | pass→pass | 22,645 | 32,471 | +43% | 1 | 1 | 0% | 3,179 | 6,430 | +102% | 0 | 0 | — |
case-12 | fail→pass | 28,896 | 23,272 | -19% | 1 | 1 | 0% | 3,268 | 4,273 | +31% | 0 | 0 | — |
case-13 | fail→fail | 17,899 | 27,419 | +53% | 1 | 1 | 0% | 2,670 | 3,982 | +49% | 0 | 0 | — |
case-14 | fail→pass | 21,648 | 29,367 | +36% | 1 | 1 | 0% | 4,011 | 5,500 | +37% | 0 | 0 | — |
case-15 | fail→fail | 24,100 | 28,339 | +18% | 1 | 1 | 0% | 3,397 | 6,644 | +96% | 0 | 0 | — |
case-16 | pass→pass | 18,813 | 20,989 | +12% | 1 | 1 | 0% | 2,794 | 3,885 | +39% | 0 | 0 | — |
case-17 | fail→pass | 29,457 | 28,375 | -4% | 1 | 1 | 0% | 3,971 | 4,703 | +18% | 0 | 0 | — |
case-18 | fail→fail | 18,505 | 19,542 | +6% | 1 | 1 | 0% | 2,865 | 3,837 | +34% | 0 | 0 | — |
case-19 | fail→fail | 19,260 | 36,555 | +90% | 1 | 1 | 0% | 3,027 | 6,360 | +110% | 0 | 0 | — |
case-20 | fail→pass | 19,334 | 33,682 | +74% | 1 | 1 | 0% | 3,138 | 6,293 | +101% | 0 | 0 | — |
case-21 | pass→fail | 20,678 | 34,106 | +65% | 1 | 1 | 0% | 3,226 | 6,596 | +104% | 0 | 0 | — |
case-22 | fail→pass | 16,739 | 26,730 | +60% | 1 | 1 | 0% | 2,444 | 4,691 | +92% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of +9 percentage points is the difference between those two pass rates over the 22 comparable cases. 4 cases got worse with the skill loaded, and they are included in that figure.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
| Model | Method | Date | Lift |
|---|---|---|---|
| gemini-3.6-flash | verified | 8/3/2026 | +14% |
Other measured skills in the registry, with their headline benchmark lift.