Keep one current truth per fact and audit prior values.
"ent:user_123|likes_city"
curl -s "https://api.flumes.ai/v0/memories:batch_upsert" \ -H "Authorization: Bearer $FLUMES_API_KEY" \ -H "Content-Type": "application/json" \ -d '{ "items": [ {"type":"fact","subject":"ent:user_123","predicate":"likes_city","object_text":"Rome","keys":["ent:user_123|likes_city"]} ], "upsert_conflicts":"smart" }'
status: superseded
valid_to
status=active
namespace
entity_id