Autonomous research · live

It investigates when it
doesn't know — and proves it.

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.

Live research

Ask it something current.

Learning in the background

It keeps researching when nobody's watching.

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.

Research jobs

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Recently learned (source-backed)

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LOLM Research · Qira. Every claim here is a mechanism you can hit at /api/demo/research. Sources are public-web; memory is source-backed and reversible.