#foundational-patterns

Not all behavioral signals deserve the same compute budget. Genre affinity changes over weeks; session mood changes in seconds. Classify by stability, infer by tier, and stop pretending daily batch is the answer to everything.

Why your personalization agent should never run at request time. The LLM does its heavy lifting on a schedule; your product serves the artifacts. Zero latency, infinite scale.