LOLM searches the live web when a question depends on current facts, reads real sources, prefers official ones, learns into source-backed memory it reuses later, and leaves a receipt that separates what it retrieved from what it actually used. No faked "source use." When research didn't help, the receipt says so.
A bounded scheduler runs watch-topic jobs on a cadence, writing source-backed memory every run. This is live, not a mockup — the numbers below update as it learns.
/api/demo/research. Sources are public-web; memory is source-backed and reversible.