diff --git a/README.md b/README.md
index 98dc6bd2..4ba23f95 100644
--- a/README.md
+++ b/README.md
@@ -108,7 +108,7 @@ poetry add graphiti-core
 ```python
 from graphiti_core import Graphiti
 from graphiti_core.nodes import EpisodeType
-from datetime import datetime
+from datetime import datetime, timezone
 
 # Initialize Graphiti
 graphiti = Graphiti("bolt://localhost:7687", "neo4j", "password")
@@ -128,7 +128,7 @@ for i, episode in enumerate(episodes):
         episode_body=episode,
         source=EpisodeType.text,
         source_description="podcast",
-        reference_time=datetime.now()
+        reference_time=datetime.now(timezone.utc)
     )
 
 # Search the graph
diff --git a/examples/ecommerce/runner.ipynb b/examples/ecommerce/runner.ipynb
index c44af252..b7316c03 100644
--- a/examples/ecommerce/runner.ipynb
+++ b/examples/ecommerce/runner.ipynb
@@ -30,7 +30,7 @@
     "import logging\n",
     "import os\n",
     "import sys\n",
-    "from datetime import datetime\n",
+    "from datetime import datetime, timezone\n",
     "from pathlib import Path\n",
     "\n",
     "from dotenv import load_dotenv\n",
@@ -111,7 +111,7 @@
     "            name=f'{prefix}-{i}',\n",
     "            episode_body=message,\n",
     "            source=EpisodeType.message,\n",
-    "            reference_time=datetime.now(),\n",
+    "            reference_time=datetime.now(timezone.utc),\n",
     "            source_description='Shoe conversation',\n",
     "        )"
    ]
@@ -135,7 +135,7 @@
     "            content=str({k: v for k, v in product.items() if k != 'images'}),\n",
     "            source_description='ManyBirds products',\n",
     "            source=EpisodeType.json,\n",
-    "            reference_time=datetime.now(),\n",
+    "            reference_time=datetime.now(timezone.utc),\n",
     "        )\n",
     "        for i, product in enumerate(products)\n",
     "    ]\n",
@@ -463,7 +463,7 @@
     "    name='Inventory management 0',\n",
     "    episode_body=('All Tinybirds Wool Runners styles are out of stock until December 25th 2024'),\n",
     "    source=EpisodeType.text,\n",
-    "    reference_time=datetime.now(),\n",
+    "    reference_time=datetime.now(timezone.utc),\n",
     "    source_description='Inventory Management Bot',\n",
     ")"
    ]
@@ -499,18 +499,18 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001b[1m{\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[32m'uuid'\u001b[0m: \u001b[32m'150fce971e43402582df51d83e09dddf'\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m: \u001b[32m'a06d832a07fc403f8e43df6b2b650f1a'\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m: \u001b[32m'138a288fc46f40a18623ccf970d49813'\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[32m'created_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m34\u001b[0m, \u001b[1;36m12\u001b[0m, \u001b[1;36m9589\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'PROVIDES_AVAILABILITY_INFO'\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[32m'fact'\u001b[0m: \u001b[32m'AI Assistant informs that all TinyBirds Wool Runners styles are out of stock until December 25th 2024'\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[32m'episodes'\u001b[0m: \u001b[1m[\u001b[0m\u001b[32m'1de5e192b93149b5a11ede5667d99a40'\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[32m'expired_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m34\u001b[0m, \u001b[1;36m16\u001b[0m, \u001b[1;36m47041\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[32m'valid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[32m'invalid_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m12\u001b[0m, \u001b[1;36m25\u001b[0m, \u001b[1;36m0\u001b[0m, \u001b[1;36m0\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mUTC\u001b[0m\u001b[1m>\u001b[0m\u001b[1m)\u001b[0m\n",
-       "\u001b[1m}\u001b[0m\n"
+       "\u001B[1m{\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[32m'uuid'\u001B[0m: \u001B[32m'150fce971e43402582df51d83e09dddf'\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m: \u001B[32m'a06d832a07fc403f8e43df6b2b650f1a'\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m: \u001B[32m'138a288fc46f40a18623ccf970d49813'\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[32m'created_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m34\u001B[0m, \u001B[1;36m12\u001B[0m, \u001B[1;36m9589\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[32m'name'\u001B[0m: \u001B[32m'PROVIDES_AVAILABILITY_INFO'\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[32m'fact'\u001B[0m: \u001B[32m'AI Assistant informs that all TinyBirds Wool Runners styles are out of stock until December 25th 2024'\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[32m'episodes'\u001B[0m: \u001B[1m[\u001B[0m\u001B[32m'1de5e192b93149b5a11ede5667d99a40'\u001B[0m\u001B[1m]\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[32m'expired_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m34\u001B[0m, \u001B[1;36m16\u001B[0m, \u001B[1;36m47041\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[32m'valid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[32m'invalid_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m12\u001B[0m, \u001B[1;36m25\u001B[0m, \u001B[1;36m0\u001B[0m, \u001B[1;36m0\u001B[0m, \u001B[33mtzinfo\u001B[0m=\u001B[1m<\u001B[0m\u001B[1;95mUTC\u001B[0m\u001B[1m>\u001B[0m\u001B[1m)\u001B[0m\n",
+       "\u001B[1m}\u001B[0m\n"
       ]
      },
      "metadata": {},
@@ -992,32 +992,32 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001b[1m[\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m: \u001b[32m'6a19ae37d5074d808d4f951ab347e2b1'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m: \u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m: \u001b[32m'fcea4a4539244cd28aac1bb11def0cab'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m35\u001b[0m, \u001b[1;36m44\u001b[0m, \u001b[1;36m738829\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'HAS_SHOE_SIZE'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m: \u001b[32m\"John's shoe size is 10\"\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m: \u001b[1m[\u001b[0m\u001b[32m'6b41a387ca504a2686b636a20b5673a3'\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m7\u001b[0m, \u001b[1;36m30\u001b[0m, \u001b[1;36m0\u001b[0m, \u001b[1;36m3\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mUTC\u001b[0m\u001b[1m>\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m}\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m: \u001b[32m'0c150ca1debc423eb7e3bd535413c782'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m: \u001b[32m'0e96a1b72fe145a79ec2b36842ac6fd9'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m: \u001b[32m'0e96a1b72fe145a79ec2b36842ac6fd9'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m33\u001b[0m, \u001b[1;36m39\u001b[0m, \u001b[1;36m424173\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'IS_VARIANT_OF'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m: \u001b[32m\"The Men's SuperLight Wool Runners - Dark Grey \u001b[0m\u001b[32m(\u001b[0m\u001b[32mMedium Grey Sole\u001b[0m\u001b[32m)\u001b[0m\u001b[32m is a specific variant of the SuperLight Wool Runner line\"\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m: \u001b[1m[\u001b[0m\u001b[32m'4a302ac072c94f9da876535b1130e03d'\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m}\u001b[0m\n",
-       "\u001b[1m]\u001b[0m\n"
+       "\u001B[1m[\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m: \u001B[32m'6a19ae37d5074d808d4f951ab347e2b1'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m: \u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m: \u001B[32m'fcea4a4539244cd28aac1bb11def0cab'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m35\u001B[0m, \u001B[1;36m44\u001B[0m, \u001B[1;36m738829\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m: \u001B[32m'HAS_SHOE_SIZE'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m: \u001B[32m\"John's shoe size is 10\"\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m: \u001B[1m[\u001B[0m\u001B[32m'6b41a387ca504a2686b636a20b5673a3'\u001B[0m\u001B[1m]\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m7\u001B[0m, \u001B[1;36m30\u001B[0m, \u001B[1;36m0\u001B[0m, \u001B[1;36m3\u001B[0m, \u001B[33mtzinfo\u001B[0m=\u001B[1m<\u001B[0m\u001B[1;95mUTC\u001B[0m\u001B[1m>\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m}\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m: \u001B[32m'0c150ca1debc423eb7e3bd535413c782'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m: \u001B[32m'0e96a1b72fe145a79ec2b36842ac6fd9'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m: \u001B[32m'0e96a1b72fe145a79ec2b36842ac6fd9'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m33\u001B[0m, \u001B[1;36m39\u001B[0m, \u001B[1;36m424173\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m: \u001B[32m'IS_VARIANT_OF'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m: \u001B[32m\"The Men's SuperLight Wool Runners - Dark Grey \u001B[0m\u001B[32m(\u001B[0m\u001B[32mMedium Grey Sole\u001B[0m\u001B[32m)\u001B[0m\u001B[32m is a specific variant of the SuperLight Wool Runner line\"\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m: \u001B[1m[\u001B[0m\u001B[32m'4a302ac072c94f9da876535b1130e03d'\u001B[0m\u001B[1m]\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m}\u001B[0m\n",
+       "\u001B[1m]\u001B[0m\n"
       ]
      },
      "metadata": {},
@@ -1057,14 +1057,14 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001b[1;35mEntityNode\u001b[0m\u001b[1m(\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[33muuid\u001b[0m=\u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[33mname\u001b[0m=\u001b[32m'John'\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[33mlabels\u001b[0m=\u001b[1m[\u001b[0m\u001b[32m'Entity'\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[33mcreated_at\u001b[0m=\u001b[1;35mdatetime\u001b[0m\u001b[1;35m.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m34\u001b[0m, \u001b[1;36m52\u001b[0m, \u001b[1;36m870658\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[33mname_embedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[33msummary\u001b[0m=\u001b[32m'Customer looking for a new pair of shoes'\u001b[0m\n",
-       "\u001b[1m)\u001b[0m\n"
+       "\u001B[1;35mEntityNode\u001B[0m\u001B[1m(\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[33muuid\u001B[0m=\u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[33mname\u001B[0m=\u001B[32m'John'\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[33mlabels\u001B[0m=\u001B[1m[\u001B[0m\u001B[32m'Entity'\u001B[0m\u001B[1m]\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[33mcreated_at\u001B[0m=\u001B[1;35mdatetime\u001B[0m\u001B[1;35m.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m34\u001B[0m, \u001B[1;36m52\u001B[0m, \u001B[1;36m870658\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[33mname_embedding\u001B[0m=\u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[33msummary\u001B[0m=\u001B[32m'Customer looking for a new pair of shoes'\u001B[0m\n",
+       "\u001B[1m)\u001B[0m\n"
       ]
      },
      "metadata": {},
@@ -1072,7 +1072,9 @@
     }
    ],
    "source": [
-    "nl = await client.get_nodes_by_query('John')\n",
+    "from graphiti_core.search.search_config_recipes import NODE_HYBRID_SEARCH_RRF\n",
+    "\n",
+    "nl = await client._search('John', NODE_HYBRID_SEARCH_RRF)\n",
     "\n",
     "pretty_print(nl[0])\n",
     "\n",
@@ -1397,44 +1399,44 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001b[1m[\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m: \u001b[32m'199ec767d52c47d2a5965f3197b1c4d2'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m: \u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m: \u001b[32m'b30e3ba27aa14f88895156331a435237'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m36\u001b[0m, \u001b[1;36m42\u001b[0m, \u001b[1;36m827088\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'PURCHASES'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m: \u001b[32m\"John purchased the Men's Couriers shoes but later decided to return them due to discomfort caused by his wide feet\"\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m: \u001b[1m[\u001b[0m\u001b[32m'4c8afb4aa1b446899a85249df475bc66'\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m38\u001b[0m, \u001b[1;36m14\u001b[0m, \u001b[1;36m818497\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m7\u001b[0m, \u001b[1;36m30\u001b[0m, \u001b[1;36m0\u001b[0m, \u001b[1;36m5\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mUTC\u001b[0m\u001b[1m>\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m}\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m: \u001b[32m'2a9cf189e19649c19ec127c4024cfe51'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m: \u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m: \u001b[32m'77f8b23b74014a7f85fffa0067dbf815'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m34\u001b[0m, \u001b[1;36m57\u001b[0m, \u001b[1;36m412667\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'INTERESTED_IN'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m: \u001b[32m'John is looking for a new pair of shoes'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m: \u001b[1m[\u001b[0m\u001b[32m'c2ebc79d2a204efb845be84b6dbf69d7'\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m}\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m: \u001b[32m'aa657e8bcb9446e19552f99a1c2299d8'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m: \u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m: \u001b[32m'8b43988e689b437095c7e75aa1044490'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m37\u001b[0m, \u001b[1;36m39\u001b[0m, \u001b[1;36m665400\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'HAS_CHARACTERISTIC'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m: \u001b[32m'John has wide feet'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m: \u001b[1m[\u001b[0m\u001b[32m'37c0e9ecaa424caea59854d1d8c2c756'\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m}\u001b[0m\n",
-       "\u001b[1m]\u001b[0m\n"
+       "\u001B[1m[\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m: \u001B[32m'199ec767d52c47d2a5965f3197b1c4d2'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m: \u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m: \u001B[32m'b30e3ba27aa14f88895156331a435237'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m36\u001B[0m, \u001B[1;36m42\u001B[0m, \u001B[1;36m827088\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m: \u001B[32m'PURCHASES'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m: \u001B[32m\"John purchased the Men's Couriers shoes but later decided to return them due to discomfort caused by his wide feet\"\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m: \u001B[1m[\u001B[0m\u001B[32m'4c8afb4aa1b446899a85249df475bc66'\u001B[0m\u001B[1m]\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m38\u001B[0m, \u001B[1;36m14\u001B[0m, \u001B[1;36m818497\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m7\u001B[0m, \u001B[1;36m30\u001B[0m, \u001B[1;36m0\u001B[0m, \u001B[1;36m5\u001B[0m, \u001B[33mtzinfo\u001B[0m=\u001B[1m<\u001B[0m\u001B[1;95mUTC\u001B[0m\u001B[1m>\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m}\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m: \u001B[32m'2a9cf189e19649c19ec127c4024cfe51'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m: \u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m: \u001B[32m'77f8b23b74014a7f85fffa0067dbf815'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m34\u001B[0m, \u001B[1;36m57\u001B[0m, \u001B[1;36m412667\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m: \u001B[32m'INTERESTED_IN'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m: \u001B[32m'John is looking for a new pair of shoes'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m: \u001B[1m[\u001B[0m\u001B[32m'c2ebc79d2a204efb845be84b6dbf69d7'\u001B[0m\u001B[1m]\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m}\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m: \u001B[32m'aa657e8bcb9446e19552f99a1c2299d8'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m: \u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m: \u001B[32m'8b43988e689b437095c7e75aa1044490'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m37\u001B[0m, \u001B[1;36m39\u001B[0m, \u001B[1;36m665400\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m: \u001B[32m'HAS_CHARACTERISTIC'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m: \u001B[32m'John has wide feet'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m: \u001B[1m[\u001B[0m\u001B[32m'37c0e9ecaa424caea59854d1d8c2c756'\u001B[0m\u001B[1m]\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m}\u001B[0m\n",
+       "\u001B[1m]\u001B[0m\n"
       ]
      },
      "metadata": {},
@@ -1528,68 +1530,68 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001b[1m[\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m: \u001b[32m'199ec767d52c47d2a5965f3197b1c4d2'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m: \u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m: \u001b[32m'b30e3ba27aa14f88895156331a435237'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m36\u001b[0m, \u001b[1;36m42\u001b[0m, \u001b[1;36m827088\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'PURCHASES'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m: \u001b[32m\"John purchased the Men's Couriers shoes but later decided to return them due to discomfort caused by his wide feet\"\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m: \u001b[1m[\u001b[0m\u001b[32m'4c8afb4aa1b446899a85249df475bc66'\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m38\u001b[0m, \u001b[1;36m14\u001b[0m, \u001b[1;36m818497\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m7\u001b[0m, \u001b[1;36m30\u001b[0m, \u001b[1;36m0\u001b[0m, \u001b[1;36m5\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mUTC\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1;39m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2a9cf189e19649c19ec127c4024cfe51'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'77f8b23b74014a7f85fffa0067dbf815'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;35mdatetime.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m8\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m31\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m34\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m57\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m412667\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'INTERESTED_IN'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'John is looking for a new pair of shoes'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'c2ebc79d2a204efb845be84b6dbf69d7'\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1;39m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'aa657e8bcb9446e19552f99a1c2299d8'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'8b43988e689b437095c7e75aa1044490'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;35mdatetime.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m8\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m31\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m37\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m39\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m665400\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'HAS_CHARACTERISTIC'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'John has wide feet'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'37c0e9ecaa424caea59854d1d8c2c756'\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1;39m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'df1d2e82a40e40e1b3734c2298774a6b'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'588989497641456fb33243f035731f98'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;35mdatetime.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m8\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m31\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m36\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m42\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m828745\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'LIKES'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'John expresses that he likes the Basin Blue color for the shoes'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'4c8afb4aa1b446899a85249df475bc66'\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;35mdatetime.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m7\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m30\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m5\u001b[0m\u001b[39m, \u001b[0m\u001b[33mtzinfo\u001b[0m\u001b[39m=<UTC\u001b[0m\u001b[1m>\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m}\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m: \u001b[32m'6a19ae37d5074d808d4f951ab347e2b1'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m: \u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m: \u001b[32m'fcea4a4539244cd28aac1bb11def0cab'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m35\u001b[0m, \u001b[1;36m44\u001b[0m, \u001b[1;36m738829\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'HAS_SHOE_SIZE'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m: \u001b[32m\"John's shoe size is 10\"\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m: \u001b[1m[\u001b[0m\u001b[32m'6b41a387ca504a2686b636a20b5673a3'\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m}\u001b[0m\n",
-       "\u001b[1m]\u001b[0m\n"
+       "\u001B[1m[\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m: \u001B[32m'199ec767d52c47d2a5965f3197b1c4d2'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m: \u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m: \u001B[32m'b30e3ba27aa14f88895156331a435237'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m36\u001B[0m, \u001B[1;36m42\u001B[0m, \u001B[1;36m827088\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m: \u001B[32m'PURCHASES'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m: \u001B[32m\"John purchased the Men's Couriers shoes but later decided to return them due to discomfort caused by his wide feet\"\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m: \u001B[1m[\u001B[0m\u001B[32m'4c8afb4aa1b446899a85249df475bc66'\u001B[0m\u001B[1m]\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m38\u001B[0m, \u001B[1;36m14\u001B[0m, \u001B[1;36m818497\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m7\u001B[0m, \u001B[1;36m30\u001B[0m, \u001B[1;36m0\u001B[0m, \u001B[1;36m5\u001B[0m, \u001B[33mtzinfo\u001B[0m=\u001B[1m<\u001B[0m\u001B[1;95mUTC\u001B[0m\u001B[39m>\u001B[0m\u001B[1;39m)\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1;39m}\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1;39m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'2a9cf189e19649c19ec127c4024cfe51'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'77f8b23b74014a7f85fffa0067dbf815'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;35mdatetime.datetime\u001B[0m\u001B[1;39m(\u001B[0m\u001B[1;36m2024\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m8\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m31\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m11\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m34\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m57\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m412667\u001B[0m\u001B[1;39m)\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'INTERESTED_IN'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'John is looking for a new pair of shoes'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;39m[\u001B[0m\u001B[32m'c2ebc79d2a204efb845be84b6dbf69d7'\u001B[0m\u001B[1;39m]\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1;39m}\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1;39m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'aa657e8bcb9446e19552f99a1c2299d8'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'8b43988e689b437095c7e75aa1044490'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;35mdatetime.datetime\u001B[0m\u001B[1;39m(\u001B[0m\u001B[1;36m2024\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m8\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m31\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m11\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m37\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m39\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m665400\u001B[0m\u001B[1;39m)\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'HAS_CHARACTERISTIC'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'John has wide feet'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;39m[\u001B[0m\u001B[32m'37c0e9ecaa424caea59854d1d8c2c756'\u001B[0m\u001B[1;39m]\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1;39m}\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1;39m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'df1d2e82a40e40e1b3734c2298774a6b'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'588989497641456fb33243f035731f98'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;35mdatetime.datetime\u001B[0m\u001B[1;39m(\u001B[0m\u001B[1;36m2024\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m8\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m31\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m11\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m36\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m42\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m828745\u001B[0m\u001B[1;39m)\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'LIKES'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'John expresses that he likes the Basin Blue color for the shoes'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;39m[\u001B[0m\u001B[32m'4c8afb4aa1b446899a85249df475bc66'\u001B[0m\u001B[1;39m]\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;35mdatetime.datetime\u001B[0m\u001B[1;39m(\u001B[0m\u001B[1;36m2024\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m7\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m30\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m0\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m5\u001B[0m\u001B[39m, \u001B[0m\u001B[33mtzinfo\u001B[0m\u001B[39m=<UTC\u001B[0m\u001B[1m>\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m}\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m: \u001B[32m'6a19ae37d5074d808d4f951ab347e2b1'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m: \u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m: \u001B[32m'fcea4a4539244cd28aac1bb11def0cab'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m35\u001B[0m, \u001B[1;36m44\u001B[0m, \u001B[1;36m738829\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m: \u001B[32m'HAS_SHOE_SIZE'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m: \u001B[32m\"John's shoe size is 10\"\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m: \u001B[1m[\u001B[0m\u001B[32m'6b41a387ca504a2686b636a20b5673a3'\u001B[0m\u001B[1m]\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m}\u001B[0m\n",
+       "\u001B[1m]\u001B[0m\n"
       ]
      },
      "metadata": {},
@@ -1683,68 +1685,68 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001b[1m[\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m: \u001b[32m'e4cd07dfddc84072985aa8cf4e1dc01b'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m: \u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m: \u001b[32m'ccd7590b3601440f9ae816507da79130'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m35\u001b[0m, \u001b[1;36m44\u001b[0m, \u001b[1;36m738205\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'IS_ALLERGIC_TO'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m: \u001b[32m'John is allergic to wool'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m: \u001b[1m[\u001b[0m\u001b[32m'6b41a387ca504a2686b636a20b5673a3'\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m}\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m: \u001b[32m'aa657e8bcb9446e19552f99a1c2299d8'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m: \u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m: \u001b[32m'8b43988e689b437095c7e75aa1044490'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m37\u001b[0m, \u001b[1;36m39\u001b[0m, \u001b[1;36m665400\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'HAS_CHARACTERISTIC'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m: \u001b[32m'John has wide feet'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m: \u001b[1m[\u001b[0m\u001b[32m'37c0e9ecaa424caea59854d1d8c2c756'\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m}\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m: \u001b[32m'6a19ae37d5074d808d4f951ab347e2b1'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m: \u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m: \u001b[32m'fcea4a4539244cd28aac1bb11def0cab'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m35\u001b[0m, \u001b[1;36m44\u001b[0m, \u001b[1;36m738829\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'HAS_SHOE_SIZE'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m: \u001b[32m\"John's shoe size is 10\"\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m: \u001b[1m[\u001b[0m\u001b[32m'6b41a387ca504a2686b636a20b5673a3'\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m}\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m: \u001b[32m'518d5ef539004ceca7b9b9a750e22bd4'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m: \u001b[32m'd362076a1e584227bcf51239914e39ad'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m: \u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m37\u001b[0m, \u001b[1;36m15\u001b[0m, \u001b[1;36m423989\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'ASSISTS'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m: \u001b[32m'SalesBot offers assistance to John'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m: \u001b[1m[\u001b[0m\u001b[32m'7087342bfe86423bb702060fa9cc612b'\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m20\u001b[0m, \u001b[1;36m0\u001b[0m, \u001b[1;36m2\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mUTC\u001b[0m\u001b[1m>\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m}\u001b[0m,\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m: \u001b[32m'2a9cf189e19649c19ec127c4024cfe51'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m: \u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m: \u001b[32m'77f8b23b74014a7f85fffa0067dbf815'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m34\u001b[0m, \u001b[1;36m57\u001b[0m, \u001b[1;36m412667\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'INTERESTED_IN'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m: \u001b[32m'John is looking for a new pair of shoes'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m: \u001b[1m[\u001b[0m\u001b[32m'c2ebc79d2a204efb845be84b6dbf69d7'\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m}\u001b[0m\n",
-       "\u001b[1m]\u001b[0m\n"
+       "\u001B[1m[\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m: \u001B[32m'e4cd07dfddc84072985aa8cf4e1dc01b'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m: \u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m: \u001B[32m'ccd7590b3601440f9ae816507da79130'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m35\u001B[0m, \u001B[1;36m44\u001B[0m, \u001B[1;36m738205\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m: \u001B[32m'IS_ALLERGIC_TO'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m: \u001B[32m'John is allergic to wool'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m: \u001B[1m[\u001B[0m\u001B[32m'6b41a387ca504a2686b636a20b5673a3'\u001B[0m\u001B[1m]\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m}\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m: \u001B[32m'aa657e8bcb9446e19552f99a1c2299d8'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m: \u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m: \u001B[32m'8b43988e689b437095c7e75aa1044490'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m37\u001B[0m, \u001B[1;36m39\u001B[0m, \u001B[1;36m665400\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m: \u001B[32m'HAS_CHARACTERISTIC'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m: \u001B[32m'John has wide feet'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m: \u001B[1m[\u001B[0m\u001B[32m'37c0e9ecaa424caea59854d1d8c2c756'\u001B[0m\u001B[1m]\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m}\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m: \u001B[32m'6a19ae37d5074d808d4f951ab347e2b1'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m: \u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m: \u001B[32m'fcea4a4539244cd28aac1bb11def0cab'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m35\u001B[0m, \u001B[1;36m44\u001B[0m, \u001B[1;36m738829\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m: \u001B[32m'HAS_SHOE_SIZE'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m: \u001B[32m\"John's shoe size is 10\"\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m: \u001B[1m[\u001B[0m\u001B[32m'6b41a387ca504a2686b636a20b5673a3'\u001B[0m\u001B[1m]\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m}\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m: \u001B[32m'518d5ef539004ceca7b9b9a750e22bd4'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m: \u001B[32m'd362076a1e584227bcf51239914e39ad'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m: \u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m37\u001B[0m, \u001B[1;36m15\u001B[0m, \u001B[1;36m423989\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m: \u001B[32m'ASSISTS'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m: \u001B[32m'SalesBot offers assistance to John'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m: \u001B[1m[\u001B[0m\u001B[32m'7087342bfe86423bb702060fa9cc612b'\u001B[0m\u001B[1m]\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m20\u001B[0m, \u001B[1;36m0\u001B[0m, \u001B[1;36m2\u001B[0m, \u001B[33mtzinfo\u001B[0m=\u001B[1m<\u001B[0m\u001B[1;95mUTC\u001B[0m\u001B[1m>\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m}\u001B[0m,\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m: \u001B[32m'2a9cf189e19649c19ec127c4024cfe51'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m: \u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m: \u001B[32m'77f8b23b74014a7f85fffa0067dbf815'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m34\u001B[0m, \u001B[1;36m57\u001B[0m, \u001B[1;36m412667\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m: \u001B[32m'INTERESTED_IN'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m: \u001B[32m'John is looking for a new pair of shoes'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m: \u001B[1m[\u001B[0m\u001B[32m'c2ebc79d2a204efb845be84b6dbf69d7'\u001B[0m\u001B[1m]\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m}\u001B[0m\n",
+       "\u001B[1m]\u001B[0m\n"
       ]
      },
      "metadata": {},
@@ -1838,68 +1840,68 @@
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001b[1m[\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m: \u001b[32m'1055fb8279af4c4c8c3fb78350d610d0'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m: \u001b[32m'8b43988e689b437095c7e75aa1044490'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m: \u001b[32m'b30e3ba27aa14f88895156331a435237'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m31\u001b[0m, \u001b[1;36m11\u001b[0m, \u001b[1;36m37\u001b[0m, \u001b[1;36m39\u001b[0m, \u001b[1;36m664102\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'CAUSES_DISCOMFORT'\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m: \u001b[32m\"John's wide feet cause discomfort with the Men's Couriers shoes\"\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m: \u001b[1m[\u001b[0m\u001b[32m'37c0e9ecaa424caea59854d1d8c2c756'\u001b[0m\u001b[1m]\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m: \u001b[3;35mNone\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m: \u001b[1;35mdatetime.datetime\u001b[0m\u001b[1m(\u001b[0m\u001b[1;36m2024\u001b[0m, \u001b[1;36m8\u001b[0m, \u001b[1;36m20\u001b[0m, \u001b[1;36m0\u001b[0m, \u001b[1;36m1\u001b[0m, \u001b[33mtzinfo\u001b[0m=\u001b[1m<\u001b[0m\u001b[1;95mUTC\u001b[0m\u001b[39m>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1;39m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'199ec767d52c47d2a5965f3197b1c4d2'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'b30e3ba27aa14f88895156331a435237'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;35mdatetime.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m8\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m31\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m36\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m42\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m827088\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'PURCHASES'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m\"John purchased the Men's Couriers shoes but later decided to return them due to discomfort caused by his wide feet\"\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'4c8afb4aa1b446899a85249df475bc66'\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;35mdatetime.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m8\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m31\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m38\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m14\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m818497\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;35mdatetime.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m7\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m30\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m5\u001b[0m\u001b[39m, \u001b[0m\u001b[33mtzinfo\u001b[0m\u001b[39m=<UTC>\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1;39m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2a9cf189e19649c19ec127c4024cfe51'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'77f8b23b74014a7f85fffa0067dbf815'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;35mdatetime.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m8\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m31\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m34\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m57\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m412667\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'INTERESTED_IN'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'John is looking for a new pair of shoes'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'c2ebc79d2a204efb845be84b6dbf69d7'\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1;39m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'4721330c8f2b45e69e07f520773f8794'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'd362076a1e584227bcf51239914e39ad'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'ed9688ba1e9940ff87d3e26bcf5d7ae4'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;35mdatetime.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m8\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m31\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m36\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m12\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m540437\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'RECOMMENDS'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m\"SalesBot recommends Men's Couriers shoes to the customer\"\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'e7c29d5d38854cac801bc07d236240a8'\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1;39m{\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'df1d2e82a40e40e1b3734c2298774a6b'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'source_node_uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'c4091c3ffc814f2c9017304361898585'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'target_node_uuid'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'588989497641456fb33243f035731f98'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'created_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;35mdatetime.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m8\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m31\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m11\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m36\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m42\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m828745\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'name'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'LIKES'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'fact'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'John expresses that he likes the Basin Blue color for the shoes'\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'episodes'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'4c8afb4aa1b446899a85249df475bc66'\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'expired_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'valid_at'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;35mdatetime.datetime\u001b[0m\u001b[1;39m(\u001b[0m\u001b[1;36m2024\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m7\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m30\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m, \u001b[0m\u001b[1;36m5\u001b[0m\u001b[39m, \u001b[0m\u001b[33mtzinfo\u001b[0m\u001b[39m=<UTC\u001b[0m\u001b[1m>\u001b[0m\u001b[1m)\u001b[0m,\n",
-       "\u001b[2;32m│   │   \u001b[0m\u001b[32m'invalid_at'\u001b[0m: \u001b[3;35mNone\u001b[0m\n",
-       "\u001b[2;32m│   \u001b[0m\u001b[1m}\u001b[0m\n",
-       "\u001b[1m]\u001b[0m\n"
+       "\u001B[1m[\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m: \u001B[32m'1055fb8279af4c4c8c3fb78350d610d0'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m: \u001B[32m'8b43988e689b437095c7e75aa1044490'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m: \u001B[32m'b30e3ba27aa14f88895156331a435237'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m31\u001B[0m, \u001B[1;36m11\u001B[0m, \u001B[1;36m37\u001B[0m, \u001B[1;36m39\u001B[0m, \u001B[1;36m664102\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m: \u001B[32m'CAUSES_DISCOMFORT'\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m: \u001B[32m\"John's wide feet cause discomfort with the Men's Couriers shoes\"\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m: \u001B[1m[\u001B[0m\u001B[32m'37c0e9ecaa424caea59854d1d8c2c756'\u001B[0m\u001B[1m]\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m: \u001B[3;35mNone\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m: \u001B[1;35mdatetime.datetime\u001B[0m\u001B[1m(\u001B[0m\u001B[1;36m2024\u001B[0m, \u001B[1;36m8\u001B[0m, \u001B[1;36m20\u001B[0m, \u001B[1;36m0\u001B[0m, \u001B[1;36m1\u001B[0m, \u001B[33mtzinfo\u001B[0m=\u001B[1m<\u001B[0m\u001B[1;95mUTC\u001B[0m\u001B[39m>\u001B[0m\u001B[1;39m)\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1;39m}\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1;39m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'199ec767d52c47d2a5965f3197b1c4d2'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'b30e3ba27aa14f88895156331a435237'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;35mdatetime.datetime\u001B[0m\u001B[1;39m(\u001B[0m\u001B[1;36m2024\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m8\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m31\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m11\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m36\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m42\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m827088\u001B[0m\u001B[1;39m)\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'PURCHASES'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m\"John purchased the Men's Couriers shoes but later decided to return them due to discomfort caused by his wide feet\"\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;39m[\u001B[0m\u001B[32m'4c8afb4aa1b446899a85249df475bc66'\u001B[0m\u001B[1;39m]\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;35mdatetime.datetime\u001B[0m\u001B[1;39m(\u001B[0m\u001B[1;36m2024\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m8\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m31\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m11\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m38\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m14\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m818497\u001B[0m\u001B[1;39m)\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;35mdatetime.datetime\u001B[0m\u001B[1;39m(\u001B[0m\u001B[1;36m2024\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m7\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m30\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m0\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m5\u001B[0m\u001B[39m, \u001B[0m\u001B[33mtzinfo\u001B[0m\u001B[39m=<UTC>\u001B[0m\u001B[1;39m)\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1;39m}\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1;39m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'2a9cf189e19649c19ec127c4024cfe51'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'77f8b23b74014a7f85fffa0067dbf815'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;35mdatetime.datetime\u001B[0m\u001B[1;39m(\u001B[0m\u001B[1;36m2024\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m8\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m31\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m11\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m34\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m57\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m412667\u001B[0m\u001B[1;39m)\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'INTERESTED_IN'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'John is looking for a new pair of shoes'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;39m[\u001B[0m\u001B[32m'c2ebc79d2a204efb845be84b6dbf69d7'\u001B[0m\u001B[1;39m]\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1;39m}\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1;39m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'4721330c8f2b45e69e07f520773f8794'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'd362076a1e584227bcf51239914e39ad'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'ed9688ba1e9940ff87d3e26bcf5d7ae4'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;35mdatetime.datetime\u001B[0m\u001B[1;39m(\u001B[0m\u001B[1;36m2024\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m8\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m31\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m11\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m36\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m12\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m540437\u001B[0m\u001B[1;39m)\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'RECOMMENDS'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m\"SalesBot recommends Men's Couriers shoes to the customer\"\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;39m[\u001B[0m\u001B[32m'e7c29d5d38854cac801bc07d236240a8'\u001B[0m\u001B[1;39m]\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1;39m}\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1;39m{\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'df1d2e82a40e40e1b3734c2298774a6b'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'source_node_uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'c4091c3ffc814f2c9017304361898585'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'target_node_uuid'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'588989497641456fb33243f035731f98'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'created_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;35mdatetime.datetime\u001B[0m\u001B[1;39m(\u001B[0m\u001B[1;36m2024\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m8\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m31\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m11\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m36\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m42\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m828745\u001B[0m\u001B[1;39m)\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'name'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'LIKES'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'fact'\u001B[0m\u001B[39m: \u001B[0m\u001B[32m'John expresses that he likes the Basin Blue color for the shoes'\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'episodes'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;39m[\u001B[0m\u001B[32m'4c8afb4aa1b446899a85249df475bc66'\u001B[0m\u001B[1;39m]\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'expired_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[3;35mNone\u001B[0m\u001B[39m,\u001B[0m\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'valid_at'\u001B[0m\u001B[39m: \u001B[0m\u001B[1;35mdatetime.datetime\u001B[0m\u001B[1;39m(\u001B[0m\u001B[1;36m2024\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m7\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m30\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m0\u001B[0m\u001B[39m, \u001B[0m\u001B[1;36m5\u001B[0m\u001B[39m, \u001B[0m\u001B[33mtzinfo\u001B[0m\u001B[39m=<UTC\u001B[0m\u001B[1m>\u001B[0m\u001B[1m)\u001B[0m,\n",
+       "\u001B[2;32m│   │   \u001B[0m\u001B[32m'invalid_at'\u001B[0m: \u001B[3;35mNone\u001B[0m\n",
+       "\u001B[2;32m│   \u001B[0m\u001B[1m}\u001B[0m\n",
+       "\u001B[1m]\u001B[0m\n"
       ]
      },
      "metadata": {},
diff --git a/examples/langgraph-agent/agent.ipynb b/examples/langgraph-agent/agent.ipynb
index e58dbc3a..688c25ce 100644
--- a/examples/langgraph-agent/agent.ipynb
+++ b/examples/langgraph-agent/agent.ipynb
@@ -45,7 +45,7 @@
     "import sys\n",
     "import uuid\n",
     "from contextlib import suppress\n",
-    "from datetime import datetime\n",
+    "from datetime import datetime, timezone\n",
     "from pathlib import Path\n",
     "from typing import Annotated\n",
     "\n",
@@ -191,7 +191,7 @@
     "            content=str({k: v for k, v in product.items() if k != 'images'}),\n",
     "            source_description='ManyBirds products',\n",
     "            source=EpisodeType.json,\n",
-    "            reference_time=datetime.now(),\n",
+    "            reference_time=datetime.now(timezone.utc),\n",
     "        )\n",
     "        for i, product in enumerate(products)\n",
     "    ]\n",
@@ -217,23 +217,25 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "from graphiti_core.search.search_config_recipes import NODE_HYBRID_SEARCH_RRF\n",
+    "\n",
     "user_name = 'jess'\n",
     "\n",
     "await client.add_episode(\n",
     "    name='User Creation',\n",
     "    episode_body=(f'{user_name} is interested in buying a pair of shoes'),\n",
     "    source=EpisodeType.text,\n",
-    "    reference_time=datetime.now(),\n",
+    "    reference_time=datetime.now(timezone.utc),\n",
     "    source_description='SalesBot',\n",
     ")\n",
     "\n",
     "# let's get Jess's node uuid\n",
-    "nl = await client.get_nodes_by_query(user_name)\n",
+    "nl = await client._search(user_name, NODE_HYBRID_SEARCH_RRF)\n",
     "\n",
     "user_node_uuid = nl[0].uuid\n",
     "\n",
     "# and the ManyBirds node uuid\n",
-    "nl = await client.get_nodes_by_query('ManyBirds')\n",
+    "nl = await client._search('ManyBirds', NODE_HYBRID_SEARCH_RRF)\n",
     "manybirds_node_uuid = nl[0].uuid"
    ]
   },
@@ -390,7 +392,7 @@
     "            name='Chatbot Response',\n",
     "            episode_body=f\"{state['user_name']}: {state['messages'][-1]}\\nSalesBot: {response.content}\",\n",
     "            source=EpisodeType.message,\n",
-    "            reference_time=datetime.now(),\n",
+    "            reference_time=datetime.now(timezone.utc),\n",
     "            source_description='Chatbot',\n",
     "        )\n",
     "    )\n",
@@ -443,7 +445,6 @@
     "graph_builder.add_conditional_edges('agent', should_continue, {'continue': 'tools', 'end': END})\n",
     "graph_builder.add_edge('tools', 'agent')\n",
     "\n",
-    "\n",
     "graph = graph_builder.compile(checkpointer=memory)"
    ]
   },
diff --git a/graphiti_core/graphiti.py b/graphiti_core/graphiti.py
index c82e0630..74d5edec 100644
--- a/graphiti_core/graphiti.py
+++ b/graphiti_core/graphiti.py
@@ -35,8 +35,6 @@
 from graphiti_core.search.search_config_recipes import (
     EDGE_HYBRID_SEARCH_NODE_DISTANCE,
     EDGE_HYBRID_SEARCH_RRF,
-    NODE_HYBRID_SEARCH_NODE_DISTANCE,
-    NODE_HYBRID_SEARCH_RRF,
 )
 from graphiti_core.search.search_utils import (
     RELEVANT_SCHEMA_LIMIT,
@@ -318,7 +316,7 @@ async def add_episode_endpoint(episode_data: EpisodeData):
             now = datetime.now(timezone.utc)
 
             previous_episodes = await self.retrieve_episodes(
-                reference_time, last_n=3, group_ids=[group_id]
+                reference_time, last_n=RELEVANT_SCHEMA_LIMIT, group_ids=[group_id]
             )
             episode = EpisodicNode(
                 name=name,
@@ -343,13 +341,14 @@ async def add_episode_endpoint(episode_data: EpisodeData):
                 *[node.generate_name_embedding(self.embedder) for node in extracted_nodes]
             )
 
-            # Resolve extracted nodes with nodes already in the graph and extract facts
+            # Find relevant nodes already in the graph
             existing_nodes_lists: list[list[EntityNode]] = list(
                 await asyncio.gather(
-                    *[get_relevant_nodes([node], self.driver) for node in extracted_nodes]
+                    *[get_relevant_nodes(self.driver, [node]) for node in extracted_nodes]
                 )
             )
 
+            # Resolve extracted nodes with nodes already in the graph and extract facts
             logger.debug(f'Extracted nodes: {[(n.name, n.uuid) for n in extracted_nodes]}')
 
             (mentioned_nodes, uuid_map), extracted_edges = await asyncio.gather(
@@ -693,67 +692,6 @@ async def _search(
             bfs_origin_node_uuids,
         )
 
-    async def get_nodes_by_query(
-        self,
-        query: str,
-        center_node_uuid: str | None = None,
-        group_ids: list[str] | None = None,
-        limit: int = DEFAULT_SEARCH_LIMIT,
-    ) -> list[EntityNode]:
-        """
-        Retrieve nodes from the graph database based on a text query.
-
-        This method performs a hybrid search using both text-based and
-        embedding-based approaches to find relevant nodes.
-
-        Parameters
-        ----------
-        query : str
-            The text query to search for in the graph
-        center_node_uuid: str, optional
-            Facts will be reranked based on proximity to this node.
-        group_ids : list[str | None] | None, optional
-            The graph partitions to return data from.
-        limit : int | None, optional
-            The maximum number of results to return per search method.
-            If None, a default limit will be applied.
-
-        Returns
-        -------
-        list[EntityNode]
-            A list of EntityNode objects that match the search criteria.
-
-        Notes
-        -----
-        This method uses the following steps:
-        1. Generates an embedding for the input query using the LLM client's embedder.
-        2. Calls the hybrid_node_search function with both the text query and its embedding.
-        3. The hybrid search combines fulltext search and vector similarity search
-           to find the most relevant nodes.
-
-        The method leverages the LLM client's embedding capabilities to enhance
-        the search with semantic similarity matching. The 'limit' parameter is applied
-        to each individual search method before results are combined and deduplicated.
-        If not specified, a default limit (defined in the search functions) will be used.
-        """
-        search_config = (
-            NODE_HYBRID_SEARCH_RRF if center_node_uuid is None else NODE_HYBRID_SEARCH_NODE_DISTANCE
-        )
-        search_config.limit = limit
-
-        nodes = (
-            await search(
-                self.driver,
-                self.embedder,
-                self.cross_encoder,
-                query,
-                group_ids,
-                search_config,
-                center_node_uuid,
-            )
-        ).nodes
-        return nodes
-
     async def get_episode_mentions(self, episode_uuids: list[str]) -> SearchResults:
         episodes = await EpisodicNode.get_by_uuids(self.driver, episode_uuids)
 
@@ -781,8 +719,8 @@ async def add_triplet(self, source_node: EntityNode, edge: EntityEdge, target_no
             self.llm_client,
             [source_node, target_node],
             [
-                await get_relevant_nodes([source_node], self.driver),
-                await get_relevant_nodes([target_node], self.driver),
+                await get_relevant_nodes(self.driver, [source_node]),
+                await get_relevant_nodes(self.driver, [target_node]),
             ],
         )
 
diff --git a/graphiti_core/search/search_utils.py b/graphiti_core/search/search_utils.py
index c981950c..fb8bb0c8 100644
--- a/graphiti_core/search/search_utils.py
+++ b/graphiti_core/search/search_utils.py
@@ -146,7 +146,7 @@ async def edge_fulltext_search(
         return []
 
     cypher_query = Query("""
-              CALL db.index.fulltext.queryRelationships("edge_name_and_fact", $query) 
+              CALL db.index.fulltext.queryRelationships("edge_name_and_fact", $query, {limit: $limit}) 
               YIELD relationship AS rel, score
               MATCH (n:Entity)-[r {uuid: rel.uuid}]->(m:Entity)
               WHERE ($source_uuid IS NULL OR n.uuid IN [$source_uuid, $target_uuid])
@@ -296,7 +296,7 @@ async def node_fulltext_search(
 
     records, _, _ = await driver.execute_query(
         """
-        CALL db.index.fulltext.queryNodes("node_name_and_summary", $query) 
+        CALL db.index.fulltext.queryNodes("node_name_and_summary", $query, {limit: $limit}) 
         YIELD node AS n, score
         RETURN
             n.uuid AS uuid,
@@ -407,7 +407,7 @@ async def community_fulltext_search(
 
     records, _, _ = await driver.execute_query(
         """
-        CALL db.index.fulltext.queryNodes("community_name", $query) 
+        CALL db.index.fulltext.queryNodes("community_name", $query, {limit: $limit}) 
         YIELD node AS comm, score
         RETURN
             comm.uuid AS uuid,
@@ -539,8 +539,8 @@ async def hybrid_node_search(
 
 
 async def get_relevant_nodes(
-    nodes: list[EntityNode],
     driver: AsyncDriver,
+    nodes: list[EntityNode],
 ) -> list[EntityNode]:
     """
     Retrieve relevant nodes based on the provided list of EntityNodes.
@@ -573,6 +573,7 @@ async def get_relevant_nodes(
         driver,
         [node.group_id for node in nodes],
     )
+
     return relevant_nodes
 
 
diff --git a/graphiti_core/utils/bulk_utils.py b/graphiti_core/utils/bulk_utils.py
index d57dc6bd..7b4ebf02 100644
--- a/graphiti_core/utils/bulk_utils.py
+++ b/graphiti_core/utils/bulk_utils.py
@@ -169,7 +169,7 @@ async def dedupe_nodes_bulk(
 
     existing_nodes_chunks: list[list[EntityNode]] = list(
         await asyncio.gather(
-            *[get_relevant_nodes(node_chunk, driver) for node_chunk in node_chunks]
+            *[get_relevant_nodes(driver, node_chunk) for node_chunk in node_chunks]
         )
     )
 
diff --git a/graphiti_core/utils/maintenance/community_operations.py b/graphiti_core/utils/maintenance/community_operations.py
index 897b7d7d..805ebe12 100644
--- a/graphiti_core/utils/maintenance/community_operations.py
+++ b/graphiti_core/utils/maintenance/community_operations.py
@@ -305,7 +305,7 @@ async def update_community(
     community.name = new_name
 
     if is_new:
-        community_edge = (build_community_edges([entity], community, datetime.now()))[0]
+        community_edge = (build_community_edges([entity], community, datetime.now(timezone.utc)))[0]
         await community_edge.save(driver)
 
     await community.generate_name_embedding(embedder)
diff --git a/tests/test_graphiti_int.py b/tests/test_graphiti_int.py
index 5c4ce04c..5ce2ad74 100644
--- a/tests/test_graphiti_int.py
+++ b/tests/test_graphiti_int.py
@@ -98,14 +98,10 @@ async def test_graphiti_init():
 
     await graphiti.add_triplet(alice_node, entity_edge, bob_node)
 
-    episodes = await graphiti.retrieve_episodes(datetime.now(timezone.utc), group_ids=None)
-    episode_uuids = [episode.uuid for episode in episodes]
-
     results = await graphiti._search(
         "Emily: I can't log in",
         COMBINED_HYBRID_SEARCH_CROSS_ENCODER,
-        bfs_origin_node_uuids=episode_uuids,
-        group_ids=None,
+        group_ids=['test'],
     )
     pretty_results = {
         'edges': [edge.fact for edge in results.edges],