Implement changes incrementally, testing as you go rather than making all modifications simultaneously. This allows you to learn which specific changes seem to impact your AI citation rates most significantly. While many factors influence visibility, you might discover that certain tactics work particularly well for your niche or content style, allowing you to prioritize those approaches for future content.
Trained — weights learned from data by any training algorithm (SGD, Adam, evolutionary search, etc.). The algorithm must be generic — it should work with any model and dataset, not just this specific problem. This encourages creative ideas around data format, tokenization, curriculum learning, and architecture search.
,这一点在夫子中也有详细论述
Immigration boosts innovation and wages in the US. The positive dynamic impact of immigration on innovation and wages dominates the short-run negative impact of increased labor supply. Increased immigration to the US since 1965 is estimated to have increased innovation and wages by 5%.
Photograph: Julian Chokkattu