Seems a bit similar to spec driven development. How does it differ?

So the line shifts, but I see it as SDD manages the change (spec → tasks → ship, then archive it); Lore holds the durable decisions that every change after it has to respect.

think of it as a layer above SDD and not a competitor, so basically you point your spec tool at the constraints Lore enforces.