2026-07-14Working
CardCatalog
Index a personal knowledge corpus once, then answer "what's relevant to project X" many times — pick-and-rank without re-reading.
Stack: Python · headless LLM fan-out
What it is
A pick-and-rank instrument over a personal research corpus: cheap out-of-band models card every document once; lens queries then rank the compact cards instead of re-reading the originals.
Why it matters
700+ files carded at ~98.5% quote-gate acceptance. Index-once, query-many is the only way a growing corpus stays usable.
Status
Working. Source is a private local repo.
knowledgepythonai-workflow