Order the slots to trim first when a turn exceeds the soft context budget

List position-related biases beyond lost-in-the-middle that a context engineer should know

When does query expansion help context assembly, and when does it just inflate noise?

When does hybrid (dense + BM25) retrieval outperform pure dense for context engineering?

Pick the strongest signal that your post-rerank top-k is too large