Grep vs. Index
REPOSITORIES IN CORPUS
reading every file in repo...THE AGENT
question“Where is AES key material derived from the configured key string?”
ripgreprecursive regex over every file
Qwen3 Reranker 4Bscores each candidate against the question
Repositories returned
#1 pgdump-shuttlerepo #103
#2 vault-relayrepo #190
#3 coldstore-clirepo #274
INDEX ORDERRELEVANCE
+4 more candidates
REPOSITORIES IN CORPUS
396
≈9,000 indexed in training
REPOSITORIES OPENED
0
every repository, every time
untouchedread & discardedcandidate from the indextop 3 after reranking