Cost Optimization

Semantic-Layer Optimization: Don't Treat the Context Window as a Trash Can

Higher information density → more focused attention → better results. Three semantic-layer strategies to make every Token count.

Why You Can't Stuff in Content Indefinitely

Why can't you stuff in content indefinitely?

① Expensive and slow: attention complexity is O(N²) — doubling the Prompt quadruples computation

② Worse results: the model's attention is weakest on middle content, so key information gets buried

Three Optimization Strategies

Interactive Demo

Dynamic Few-Shot: Text-to-SQL Demo