To manage token limits effectively, which automated strategy ensures that long-term memory retrieval prioritizes semantic relevance while simultaneously enforcing temporal recency?

The strategy that achieves this balance is a weighted ranking algorithm that combines semantic similarity scores with recency decay factors. Semantic relevance is determined using vector embeddings, which are numerical representations of meaning that allow a system to measure how closely related two pieces of information are mathematically. Temporal recency is handled by a decay function, which is a fo....