Agent memory interface implemented using LadybugDB. Other more optimized interfaces are possible.
uv syncuv pip install ladybug-memoryfrom memory import LadybugMemory
mem = LadybugMemory("memory.lbdb")
mem.store("User prefers Python", memory_type="preference", importance=8)
results = mem.search("python")
for r in results:
print(r.entry.content)