Deep Memory

Setup (first time)

python3 ~/.openclaw/workspace/skills/deep-memory/scripts/setup.py

Write a memory

from deep_memory import MemorySystem
mem = MemorySystem()
mem.store("user_sir", "Sir prefers direct communication, no pleasantries", tags=["preference", "communication"])

Search memories

results = mem.search("how does Sir like to communicate?", top_k=5)
for r in results:
    print(r['content'], r['score'])

Joint query (vector + graph)

results = mem.joint_query("investment strategy", entity="Sir", top_k=3)