Kailash Nadh CTO, Zerodha
秘鲁经济曾经历一段真正的黄金时期，国际媒体一度把它称为“拉美明星”“安第斯之虎”。一切似乎都在向好，但好景不长。2013年前后，增长开始明显放缓：2001—2013年GDP年均增长约6.1%，而2013—2019年却降至约3.1%，几乎腰斩。
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Resulting HH structure: ~3 million border points, ~541,000 clusters
The data collected enables strategic decisions about content creation and optimization. If certain queries consistently show competitor sources but never yours, that signals an opportunity to create or improve content addressing that topic. If you're appearing reliably for some questions but not others in the same category, you can analyze what makes your successful content different and apply those lessons to underperforming pieces. If your visibility is declining over time, you know you need to refresh and strengthen your content to maintain AI citation rates.
# api_key: prefer PIXELS_TRUENAS_API_KEY env var over storing here