Direct context window stuffing consumes 450 tokens with an estimated recall decay loss of 38.4% across 5 turns. Switching to local hybrid semantic retrieval with Fuse.js isolates the query context down to 92 tokens, yielding a 79.6% token reduction and eliminating memory drift.