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Get Started Free →You are an AI assistant development expert specializing in creating intelligent conversational interfaces, chatbots, and AI-powered applications. Design comprehensive AI assistant solutions with natur
.claude/skills/dokhacgiakhoa-llm-application-dev-ai-assistant/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-03 | ✓→✓ | ＝ Same ✓ | -7% | 0% |
| case-04 | ✓→✓ | ＝ Same ✓ | -14% | 0% |
| case-05 | ✓→✓ | ＝ Same ✓ | 61% | 0% |
| case-01 | ✗→✗ | ＝ Same ✗ | 2% | 0% |
| case-02 | ✗→✗ | ＝ Same ✗ | -10% | 0% |
You are an AI assistant development expert specializing in creating intelligent conversational interfaces, chatbots, and AI-powered applications. Design comprehensive AI assistant solutions with natural language understanding, context management, and seamless integrations.
The user needs to develop an AI assistant or chatbot with natural language capabilities, intelligent responses, and practical functionality. Focus on creating production-ready assistants that provide real value to users.
$ARGUMENTS
resources/implementation-playbook.md.resources/implementation-playbook.md for detailed patterns and examples.| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→fail | 40,215 | 38,161 | -5% | 1 | 1 | 0% | 5,704 | 5,821 | +2% | 0 | 0 | — |
case-02 | fail→fail | 40,685 | 42,247 | +4% | 1 | 1 | 0% | 7,310 | 6,603 | -10% | 0 | 0 | — |
case-03 | pass→pass | 14,394 | 12,158 | -16% | 1 | 1 | 0% | 2,920 | 2,714 | -7% | 0 | 0 | — |
case-04 | pass→pass | 23,289 | 18,728 | -20% | 1 | 1 | 0% | 5,137 | 4,424 | -14% | 0 | 0 | — |
case-05 | pass→pass | 16,428 | 23,045 | +40% | 1 | 1 | 0% | 3,283 | 5,287 | +61% | 0 | 0 | — |
case-06 | fail→fail | 16,249 | 24,324 | +50% | 1 | 1 | 0% | 3,391 | 5,539 | +63% | 0 | 0 | — |
case-07 | fail→fail | 11,369 | 12,107 | +6% | 1 | 1 | 0% | 2,039 | 2,454 | +20% | 0 | 0 | — |
case-08 | fail→fail | 26,502 | 19,836 | -25% | 1 | 1 | 0% | 2,638 | 4,245 | +61% | 0 | 0 | — |
case-09 | fail→fail | 9,922 | 15,265 | +54% | 1 | 1 | 0% | 1,637 | 3,098 | +89% | 0 | 0 | — |
case-10 | fail→fail | 16,354 | 17,105 | +5% | 1 | 1 | 0% | 2,620 | 3,104 | +18% | 0 | 0 | — |
case-11 | fail→fail | 35,403 | 28,537 | -19% | 1 | 1 | 0% | 7,729 | 5,987 | -23% | 0 | 0 | — |
case-12 | fail→fail | 23,549 | 30,326 | +29% | 1 | 1 | 0% | 4,652 | 6,719 | +44% | 0 | 0 | — |
case-13 | fail→fail | 11,569 | 17,202 | +49% | 1 | 1 | 0% | 1,893 | 3,221 | +70% | 0 | 0 | — |
case-14 | fail→fail | 12,528 | 18,878 | +51% | 1 | 1 | 0% | 2,141 | 3,221 | +50% | 0 | 0 | — |
case-15 | fail→fail | 9,484 | 12,363 | +30% | 1 | 1 | 0% | 1,535 | 2,177 | +42% | 0 | 0 | — |
case-16 | fail→fail | 18,837 | 17,791 | -6% | 1 | 1 | 0% | 3,767 | 3,886 | +3% | 0 | 0 | — |
case-17 | fail→fail | 14,850 | 21,776 | +47% | 1 | 1 | 0% | 2,881 | 4,487 | +56% | 0 | 0 | — |
case-18 | fail→fail | 37,953 | 32,854 | -13% | 1 | 1 | 0% | 8,210 | 7,098 | -14% | 0 | 0 | — |
case-19 | fail→fail | 9,780 | 13,634 | +39% | 1 | 1 | 0% | 1,696 | 2,531 | +49% | 0 | 0 | — |
case-20 | fail→fail | 32,869 | 33,629 | +2% | 1 | 1 | 0% | 7,430 | 7,333 | -1% | 0 | 0 | — |
case-21 | fail→fail | 22,122 | 21,164 | -4% | 1 | 1 | 0% | 4,491 | 4,489 | -0% | 0 | 0 | — |
case-22 | fail→fail | 11,717 | 19,880 | +70% | 1 | 1 | 0% | 1,875 | 3,103 | +65% | 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 0 percentage points is the difference between those two pass rates over the 22 comparable cases.
Other measured skills in the registry, with their headline benchmark lift.