Streaming Knowledge Compilation: Proactive Materiality-Scored Pinning for Time-Evolving LLM Wikis

In three linesKnowledge compilation system for LLM wikis with pre-filled KV caches on evolving corpora. Formalizes the problem with materiality signal φ_t(k,n) predicting document importance before queries arrive. Evaluation on finance (Llama 3.1 8B, AUROC=0.728) and Wikipedia with O(√T log K) regret bound.

Summary generated by Claude — human-verified