Watch it happen to one fact
The demo memory is one person's real chat history — 39 conversations · 396 turns · ingested read-only from LongMemEval. One thread runs through it: a mortgage pre-approval that would not sit still.
1 AUG 11 2023
“pre-approved for $350,000 from Wells Fargo.”
$350,000
2 NOV 30 2023
“I got pre-approved for $400,000 from Wells Fargo”
$400,000
3 AUG 18 2026 · filed through the API
“corrected by the user to $425,000”
$425,000
the chain as ingested — every strike is a SUPERSEDES edge; nothing was deleted, all of it is still queryable
“What was the amount I was pre-approved for when I got my mortgage from Wells Fargo?”
Ask the live graphthe answer arrives cited to the exact turn, with every displaced value struck through beside it — and a question the history never answers gets an honest refusal, not a guess