Merge pull request #27 from AnswerDotAI/feat/26-make-nbs-deterministic

make tool call ids deterministic

Author: jph00

cachy.jsonl

@@ -323,3 +323,10 @@
 {"key": "164efde8", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01Qw1nAA2ZdHP9homAt9RmEB\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"The answer is **12**. 5 + 7 = 12\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":812,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":20,\"service_tier\":\"standard\"}}"}
 {"key": "08f79923", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01N8JagzU6TFBduwSrWsuYRt\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":4,\"cache_creation_input_tokens\":1622,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":1622,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":1,\"service_tier\":\"standard\"}}            }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"Hi\"}     }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" there! How can I help you today?\"}          }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0   }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":4,\"cache_creation_input_tokens\":1622,\"cache_read_input_tokens\":0,\"output_tokens\":13}         }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"    }\n\n"}
 {"key": "8c03dba1", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01GAgUtvEgpHj3obEmAAQPqW\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":4,\"cache_creation_input_tokens\":14,\"cache_read_input_tokens\":1622,\"cache_creation\":{\"ephemeral_5m_input_tokens\":14,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":3,\"service_tier\":\"standard\"}}      }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}    }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"Goodbye!\"}            }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" Feel free to come back if you have any\"}           }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" questions.\"}             }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0              }\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: ping\ndata: {\"type\": \"ping\"}\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":4,\"cache_creation_input_tokens\":14,\"cache_read_input_tokens\":1622,\"output_tokens\":17}  }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"             }\n\n"}
+{"key": "0c5b9a4b", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01WQxnGnMDNVqq934EAnbujT\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"The result of 5 + 7 is **12**.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":720,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":17,\"service_tier\":\"standard\"}}"}
+{"key": "447e5dd9", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01FCQN9wbC3E5RV5Ub8aq66a\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"The result of 5 + 7 is **12**.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":720,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":17,\"service_tier\":\"standard\"}}"}
+{"key": "b303447f", "response": "{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01VfGec2mfAPEUU6dNQhLwTQ\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"The answer is **12**. 5 + 7 = 12\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":812,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":20,\"service_tier\":\"standard\"}}"}
+{"key": "76164dc7", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_013BxehGdDyyjsGWLEWFxGwe\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":4,\"cache_creation_input_tokens\":1622,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":1622,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":1,\"service_tier\":\"standard\"}}    }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}              }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"Hi\"}               }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" there! How can I help you today?\"}      }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0            }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":4,\"cache_creation_input_tokens\":1622,\"cache_read_input_tokens\":0,\"output_tokens\":13}      }\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"              }\n\n"}
+{"key": "5c8485a6", "response": "event: message_start\ndata: {\"type\":\"message_start\",\"message\":{\"model\":\"claude-sonnet-4-5-20250929\",\"id\":\"msg_01FAdRVTQeQTovybY7EVW2Fr\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[],\"stop_reason\":null,\"stop_sequence\":null,\"usage\":{\"input_tokens\":4,\"cache_creation_input_tokens\":14,\"cache_read_input_tokens\":1622,\"cache_creation\":{\"ephemeral_5m_input_tokens\":14,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":9,\"service_tier\":\"standard\"}}               }\n\nevent: content_block_start\ndata: {\"type\":\"content_block_start\",\"index\":0,\"content_block\":{\"type\":\"text\",\"text\":\"\"}  }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\"Goodbye! Feel free to come back if\"}           }\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\",\"index\":0,\"delta\":{\"type\":\"text_delta\",\"text\":\" you have any questions.\"}      }\n\nevent: content_block_stop\ndata: {\"type\":\"content_block_stop\",\"index\":0        }\n\nevent: message_delta\ndata: {\"type\":\"message_delta\",\"delta\":{\"stop_reason\":\"end_turn\",\"stop_sequence\":null},\"usage\":{\"input_tokens\":4,\"cache_creation_input_tokens\":14,\"cache_read_input_tokens\":1622,\"output_tokens\":17}}\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"}\n\n"}
+{"key": "fc5ede02", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_01M2HV41ZonZ1AAJg5FUy6zr\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"\\n\\nThe result of 47 + 23 is 70.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":573,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":18,\"service_tier\":\"standard\"}}"}
+{"key": "df4ef045", "response": "{\"model\":\"claude-sonnet-4-20250514\",\"id\":\"msg_0139iCPpDfH1itSAtoBGNV4V\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"\\n\\nThe answer is **129**.\\n\\nI calculated this by first adding 47 + 23 = 70, then adding 70 + 59 = 129.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"usage\":{\"input_tokens\":702,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":41,\"service_tier\":\"standard\"}}"}

lisette/core.py

@@ -20,7 +20,7 @@
 from fastcore import imghdr
 
 # %% ../nbs/00_core.ipynb
-def patch_litellm():
+def patch_litellm(seed=0):
     "Patch litellm.ModelResponseBase such that `id` and `created` are fixed."
     from litellm.types.utils import ModelResponseBase
     @patch
@@ -33,6 +33,8 @@ def __setattr__(self: ModelResponseBase, name, value):
         elif name == 'created': value = 1000000000
         self._orig___setattr__(name, value)
 
+    if seed is not None: random.seed(seed) # ensures random ids like tool call ids are deterministic
+
 # %% ../nbs/00_core.ipynb
 @patch
 def _repr_markdown_(self: litellm.ModelResponse):

nbs/00_core.ipynb

@@ -108,7 +108,7 @@
    "outputs": [],
    "source": [
     "#| export\n",
-    "def patch_litellm():\n",
+    "def patch_litellm(seed=0):\n",
     "    \"Patch litellm.ModelResponseBase such that `id` and `created` are fixed.\"\n",
     "    from litellm.types.utils import ModelResponseBase\n",
     "    @patch\n",
@@ -119,7 +119,9 @@
     "    def __setattr__(self: ModelResponseBase, name, value):\n",
     "        if name == 'id': value = 'chatcmpl-xxx'\n",
     "        elif name == 'created': value = 1000000000\n",
-    "        self._orig___setattr__(name, value)"
+    "        self._orig___setattr__(name, value)\n",
+    "\n",
+    "    if seed is not None: random.seed(seed) # ensures random ids like tool call ids are deterministic"
    ]
   },
   {
@@ -2012,7 +2014,7 @@
     {
      "data": {
       "text/plain": [
-       "'toolu_uGSrbSMWW0GImQFyEbrRj8Omp'"
+       "'toolu_0UAqFzWsDK4FrUMp48Y3tT3QD'"
       ]
      },
      "execution_count": null,
@@ -2058,7 +2060,7 @@
       "text/plain": [
        "{'index': 1,\n",
        " 'function': {'arguments': '{\"a\": 5, \"b\": 7}', 'name': 'simple_add'},\n",
-       " 'id': 'toolu_9UH5zWCU7UdQvyEklvJkxzHW6',\n",
+       " 'id': 'toolu_gAL47D1qXIaSyZPaE1pu1lJo7',\n",
        " 'type': 'function'}"
       ]
      },
@@ -2099,7 +2101,7 @@
     {
      "data": {
       "text/plain": [
-       "Message(content=\"I'll use the simple_add tool to calculate 5 + 7 for you.\", role='assistant', tool_calls=[ChatCompletionMessageToolCall(index=1, function=Function(arguments='{\"a\": 5, \"b\": 7}', name='simple_add'), id='toolu_9UH5zWCU7UdQvyEklvJkxzHW6', type='function')], function_call=None, provider_specific_fields=None)"
+       "Message(content=\"I'll use the simple_add tool to calculate 5 + 7 for you.\", role='assistant', tool_calls=[ChatCompletionMessageToolCall(index=1, function=Function(arguments='{\"a\": 5, \"b\": 7}', name='simple_add'), id='toolu_gAL47D1qXIaSyZPaE1pu1lJo7', type='function')], function_call=None, provider_specific_fields=None)"
       ]
      },
      "execution_count": null,
@@ -2145,7 +2147,7 @@
     {
      "data": {
       "text/plain": [
-       "Message(content=\"I'll use the simple_add tool to calculate 5 + 7 for you.\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 5, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_9UH5zWCU7UdQvyEklvJkxzHW6', 'type': 'function'}], function_call=None, provider_specific_fields=None)"
+       "Message(content=\"I'll use the simple_add tool to calculate 5 + 7 for you.\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 5, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_gAL47D1qXIaSyZPaE1pu1lJo7', 'type': 'function'}], function_call=None, provider_specific_fields=None)"
       ]
      },
      "execution_count": null,
@@ -2180,7 +2182,7 @@
      "text": [
       "{'role': 'user', 'content': 'What is 5 + 7? Use the tool to calculate it.'}\n",
       "\n",
-      "Message(content=\"I'll use the simple_add tool to calculate 5 + 7 for you.\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 5, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_9UH5zWCU7UdQvyEklvJkxzHW6', 'type': 'function'}], function_call=None, provider_specific_fields=None)\n",
+      "Message(content=\"I'll use the simple_add tool to calculate 5 + 7 for you.\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 5, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_gAL47D1qXIaSyZPaE1pu1lJo7', 'type': 'function'}], function_call=None, provider_specific_fields=None)\n",
       "\n"
      ]
     }
@@ -2227,7 +2229,7 @@
       "text/plain": [
        "{'index': 1,\n",
        " 'function': {'arguments': '{\"a\": 5, \"b\": 7}', 'name': 'simple_add'},\n",
-       " 'id': 'toolu_9UH5zWCU7UdQvyEklvJkxzHW6',\n",
+       " 'id': 'toolu_gAL47D1qXIaSyZPaE1pu1lJo7',\n",
        " 'type': 'function'}"
       ]
      },
@@ -2249,7 +2251,7 @@
     {
      "data": {
       "text/plain": [
-       "{'tool_call_id': 'toolu_9UH5zWCU7UdQvyEklvJkxzHW6',\n",
+       "{'tool_call_id': 'toolu_gAL47D1qXIaSyZPaE1pu1lJo7',\n",
        " 'role': 'tool',\n",
        " 'name': 'simple_add',\n",
        " 'content': '12'}"
@@ -2292,7 +2294,7 @@
     {
      "data": {
       "text/plain": [
-       "Message(content=\"I'll use the simple_add tool to calculate 5 + 7 for you.\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 5, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_cuVdHN21LcyRt6MOrWsT2UKGU', 'type': 'function'}], function_call=None, provider_specific_fields=None)"
+       "Message(content=\"I'll use the simple_add tool to calculate 5 + 7 for you.\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 5, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_gAL47D1qXIaSyZPaE1pu1lJo7', 'type': 'function'}], function_call=None, provider_specific_fields=None)"
       ]
      },
      "execution_count": null,
@@ -2313,7 +2315,7 @@
     {
      "data": {
       "text/plain": [
-       "[{'tool_call_id': 'toolu_cuVdHN21LcyRt6MOrWsT2UKGU',\n",
+       "[{'tool_call_id': 'toolu_gAL47D1qXIaSyZPaE1pu1lJo7',\n",
        "  'role': 'tool',\n",
        "  'name': 'simple_add',\n",
        "  'content': '12'}]"
@@ -2382,9 +2384,9 @@
      "text": [
       "{'role': 'user', 'content': 'What is 5 + 7? Use the tool to calculate it.'}\n",
       "\n",
-      "Message(content=\"I'll use the simple_add tool to calculate 5 + 7 for you.\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 5, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_cuVdHN21LcyRt6MOrWsT2UKGU', 'type': 'function'}], function_call=None, provider_specific_fields=None)\n",
+      "Message(content=\"I'll use the simple_add tool to calculate 5 + 7 for you.\", role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 5, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_gAL47D1qXIaSyZPaE1pu1lJo7', 'type': 'function'}], function_call=None, provider_specific_fields=None)\n",
       "\n",
-      "{'tool_call_id': 'toolu_cuVdHN21LcyRt6MOrWsT2UKGU', 'role': 'tool', 'name': 'simple_add', 'content': '12'}\n",
+      "{'tool_call_id': 'toolu_gAL47D1qXIaSyZPaE1pu1lJo7', 'role': 'tool', 'name': 'simple_add', 'content': '12'}\n",
       "\n",
       "Message(content='The result of 5 + 7 is **12**.', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None})\n",
       "\n"
@@ -2422,7 +2424,7 @@
     {
      "data": {
       "text/plain": [
-       "[{'tool_call_id': 'toolu_cuVdHN21LcyRt6MOrWsT2UKGU',\n",
+       "[{'tool_call_id': 'toolu_gAL47D1qXIaSyZPaE1pu1lJo7',\n",
        "  'role': 'tool',\n",
        "  'name': 'simple_add',\n",
        "  'content': '13'}]"
@@ -2498,7 +2500,7 @@
     {
      "data": {
       "text/plain": [
-       "Message(content='I will calculate these for you!', role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 5, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_qretEWrUWV7xLLLIJbUV2257H', 'type': 'function'}, {'index': 1, 'function': {'arguments': '{\"a\": 6, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_uRfaA9XJcaKJtRX81UZwXZAP0', 'type': 'function'}], function_call=None, provider_specific_fields=None)"
+       "Message(content='I will calculate these for you!', role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 5, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_XBetF5gIRHYH7LKBKxJsllLOD', 'type': 'function'}, {'index': 1, 'function': {'arguments': '{\"a\": 6, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_fU25035HyRrY03K6JBO94XfLE', 'type': 'function'}], function_call=None, provider_specific_fields=None)"
       ]
      },
      "execution_count": null,
@@ -2576,11 +2578,11 @@
      "text": [
       "{'role': 'user', 'content': 'What is 5 + 7? Use the tool to calculate it.'}\n",
       "\n",
-      "Message(content='I will calculate these for you!', role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 5, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_qretEWrUWV7xLLLIJbUV2257H', 'type': 'function'}, {'index': 1, 'function': {'arguments': '{\"a\": 6, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_uRfaA9XJcaKJtRX81UZwXZAP0', 'type': 'function'}], function_call=None, provider_specific_fields=None)\n",
+      "Message(content='I will calculate these for you!', role='assistant', tool_calls=[{'index': 1, 'function': {'arguments': '{\"a\": 5, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_XBetF5gIRHYH7LKBKxJsllLOD', 'type': 'function'}, {'index': 1, 'function': {'arguments': '{\"a\": 6, \"b\": 7}', 'name': 'simple_add'}, 'id': 'toolu_fU25035HyRrY03K6JBO94XfLE', 'type': 'function'}], function_call=None, provider_specific_fields=None)\n",
       "\n",
-      "{'tool_call_id': 'toolu_qretEWrUWV7xLLLIJbUV2257H', 'role': 'tool', 'name': 'simple_add', 'content': '12'}\n",
+      "{'tool_call_id': 'toolu_XBetF5gIRHYH7LKBKxJsllLOD', 'role': 'tool', 'name': 'simple_add', 'content': '12'}\n",
       "\n",
-      "{'tool_call_id': 'toolu_uRfaA9XJcaKJtRX81UZwXZAP0', 'role': 'tool', 'name': 'simple_add', 'content': '13'}\n",
+      "{'tool_call_id': 'toolu_fU25035HyRrY03K6JBO94XfLE', 'role': 'tool', 'name': 'simple_add', 'content': '13'}\n",
       "\n",
       "Message(content='The answer is **12**. 5 + 7 = 12', role='assistant', tool_calls=None, function_call=None, provider_specific_fields={'citations': None, 'thinking_blocks': None})\n",
       "\n"
@@ -4467,8 +4469,10 @@
   }
  ],
  "metadata": {
-  "language_info": {
-   "name": "python"
+  "kernelspec": {
+   "display_name": "python3",
+   "language": "python",
+   "name": "python3"
   }
  },
  "nbformat": 4,