docker run -d --name qdrant \
  -p 6333:6333 \
  -p 6334:6334 \
  qdrant/qdrant

# Test connection
praisonai persistence doctor \
  --knowledge-backend qdrant \
  --knowledge-url "http://localhost:6333"

# Run with knowledge store
praisonai persistence run \
  --knowledge-backend qdrant \
  --knowledge-url "$QDRANT_URL" \
  "Search my documents"

praisonai persistence doctor \
  --knowledge-backend qdrant \
  --knowledge-url "http://localhost:6333"

praisonai persistence run \
  --knowledge-backend qdrant \
  --knowledge-url "$QDRANT_URL" \
  --session-id my-session \
  "What do my documents say about AI?"

python3 -c "
from praisonai.persistence import create_knowledge_store
store = create_knowledge_store('qdrant', url='http://localhost:6333')
print('Qdrant OK:', store.list_collections())
"