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docs(notebook): update human_in_the_loop and memory notebooks
- Clear all outputs for clean execution on all 11 notebooks - 7 human_in_the_loop notebooks: breakpoints, dynamic_breakpoints, edit-graph-state, review-tool-calls-openai, review-tool-calls, time-travel, wait-user-input - 4 memory notebooks: add-summary-conversation-history, delete-messages, manage-conversation-history, semantic-search - Ready for end-to-end execution with Redis checkpoint
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‎examples/human_in_the_loop/breakpoints.ipynb‎

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‎examples/human_in_the_loop/dynamic_breakpoints.ipynb‎

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‎examples/human_in_the_loop/edit-graph-state.ipynb‎

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‎examples/human_in_the_loop/review-tool-calls-openai.ipynb‎

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‎examples/human_in_the_loop/review-tool-calls.ipynb‎

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‎examples/human_in_the_loop/time-travel.ipynb‎

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‎examples/human_in_the_loop/wait-user-input.ipynb‎

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‎examples/memory/add-summary-conversation-history.ipynb‎

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‎examples/memory/delete-messages.ipynb‎

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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"execution_count": null,
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"id": "af4ce0ba-7596-4e5f-8bf8-0b0bd6e62833",
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"metadata": {},
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"outputs": [],
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"execution_count": null,
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"id": "c903a1cf-2977-4e2d-ad7d-8b3946821d89",
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"metadata": {},
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"outputs": [
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{
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"name": "stdin",
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"output_type": "stream",
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"text": [
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"ANTHROPIC_API_KEY: ········\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"import getpass\n",
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"import os\n",
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "378899a9-3b9a-4748-95b6-eb00e0828677",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"19:50:41 langgraph.checkpoint.redis INFO Redis client is a standalone client\n",
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"19:50:41 redisvl.index.index INFO Index already exists, not overwriting.\n",
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"19:50:41 redisvl.index.index INFO Index already exists, not overwriting.\n",
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"19:50:41 redisvl.index.index INFO Index already exists, not overwriting.\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"from typing import Literal\n",
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"\n",
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"execution_count": null,
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"id": "57b27553-21be-43e5-ac48-d1d0a3aa0dca",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"================================\u001b[1m Human Message \u001b[0m=================================\n",
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"\n",
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"hi! I'm bob\n",
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"19:50:42 httpx INFO HTTP Request: POST https://api.anthropic.com/v1/messages \"HTTP/1.1 200 OK\"\n",
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"==================================\u001b[1m Ai Message \u001b[0m==================================\n",
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"\n",
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"Nice to meet you, Bob! How are you doing today?\n",
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"================================\u001b[1m Human Message \u001b[0m=================================\n",
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"\n",
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"what's my name?\n",
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"19:50:42 httpx INFO HTTP Request: POST https://api.anthropic.com/v1/messages \"HTTP/1.1 200 OK\"\n",
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"==================================\u001b[1m Ai Message \u001b[0m==================================\n",
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"\n",
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"Your name is Bob, as you introduced yourself earlier.\n"
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]
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}
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],
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"outputs": [],
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"source": [
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"from langchain_core.messages import HumanMessage\n",
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"\n",
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"execution_count": null,
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"id": "8a850529-d038-48f7-b5a2-8d4d2923f83a",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"[HumanMessage(content=\"what's the weather in sf\", additional_kwargs={}, response_metadata={}, id='d7fc45f1-6c5d-4b8b-8b5d-2040d25e9ee4'),\n",
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" HumanMessage(content=\"what's the weather in sf\", additional_kwargs={}, response_metadata={}, id='28ef5b05-b571-4454-9753-10d194e52024'),\n",
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" AIMessage(content='rainy', additional_kwargs={}, response_metadata={}, id='9773b21f-7e75-4e67-91a8-5ab80fa37ee7'),\n",
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" HumanMessage(content=\"hi! I'm bob\", additional_kwargs={}, response_metadata={}, id='2d0c503b-9df6-4570-af9f-79b9836feb93'),\n",
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" AIMessage(content='Nice to meet you, Bob! How are you doing today?', additional_kwargs={}, response_metadata={'id': 'msg_018qjMF2rCeDopVNXyDUV2gs', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'input_tokens': 33, 'output_tokens': 16, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-3-haiku-20240307'}, id='run--f9412a3a-0228-4711-a34e-cd61408bfedd-0', usage_metadata={'input_tokens': 33, 'output_tokens': 16, 'total_tokens': 49, 'input_token_details': {'cache_creation': 0, 'cache_read': 0}}),\n",
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" HumanMessage(content=\"what's my name?\", additional_kwargs={}, response_metadata={}, id='a93a4f72-2c30-4129-ab05-af7746b60af1'),\n",
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" AIMessage(content='Your name is Bob, as you introduced yourself earlier.', additional_kwargs={}, response_metadata={'id': 'msg_01Gpz8yNWvUXbdLBAqnnEgac', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'input_tokens': 57, 'output_tokens': 14, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-3-haiku-20240307'}, id='run--1c8a9de5-8ccc-4832-92ce-84998c7867b7-0', usage_metadata={'input_tokens': 57, 'output_tokens': 14, 'total_tokens': 71, 'input_token_details': {'cache_creation': 0, 'cache_read': 0}})]"
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]
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"outputs": [],
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"source": [
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"messages = app.get_state(config).values[\"messages\"]\n",
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"execution_count": null,
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"id": "df1a0970-7e64-4170-beef-2855d10eef42",
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"outputs": [
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{
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"data": {
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"text/plain": [
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"{'configurable': {'thread_id': '2',\n",
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" 'checkpoint_ns': '',\n",
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" 'checkpoint_id': '1f072fea-2e9f-6bfc-800c-832ea93dceea'}}"
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]
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},
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"execution_count": 6,
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"output_type": "execute_result"
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}
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],
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"outputs": [],
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"from langchain_core.messages import RemoveMessage\n",
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"outputs": [
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"text/plain": [
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"[HumanMessage(content=\"what's the weather in sf\", additional_kwargs={}, response_metadata={}, id='28ef5b05-b571-4454-9753-10d194e52024'),\n",
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" AIMessage(content='rainy', additional_kwargs={}, response_metadata={}, id='9773b21f-7e75-4e67-91a8-5ab80fa37ee7'),\n",
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" HumanMessage(content=\"hi! I'm bob\", additional_kwargs={}, response_metadata={}, id='2d0c503b-9df6-4570-af9f-79b9836feb93'),\n",
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" AIMessage(content='Nice to meet you, Bob! How are you doing today?', additional_kwargs={}, response_metadata={'id': 'msg_018qjMF2rCeDopVNXyDUV2gs', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'input_tokens': 33, 'output_tokens': 16, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-3-haiku-20240307'}, id='run--f9412a3a-0228-4711-a34e-cd61408bfedd-0', usage_metadata={'input_tokens': 33, 'output_tokens': 16, 'total_tokens': 49, 'input_token_details': {'cache_creation': 0, 'cache_read': 0}}),\n",
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" HumanMessage(content=\"what's my name?\", additional_kwargs={}, response_metadata={}, id='a93a4f72-2c30-4129-ab05-af7746b60af1'),\n",
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" AIMessage(content='Your name is Bob, as you introduced yourself earlier.', additional_kwargs={}, response_metadata={'id': 'msg_01Gpz8yNWvUXbdLBAqnnEgac', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'input_tokens': 57, 'output_tokens': 14, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-3-haiku-20240307'}, id='run--1c8a9de5-8ccc-4832-92ce-84998c7867b7-0', usage_metadata={'input_tokens': 57, 'output_tokens': 14, 'total_tokens': 71, 'input_token_details': {'cache_creation': 0, 'cache_read': 0}})]"
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]
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},
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"outputs": [],
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"source": [
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"messages = app.get_state(config).values[\"messages\"]\n",
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{
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"19:50:42 langgraph.checkpoint.redis INFO Redis client is a standalone client\n",
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"19:50:42 redisvl.index.index INFO Index already exists, not overwriting.\n",
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"19:50:42 redisvl.index.index INFO Index already exists, not overwriting.\n",
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"19:50:42 redisvl.index.index INFO Index already exists, not overwriting.\n"
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"outputs": [],
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"from langchain_core.messages import RemoveMessage\n",
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"[('human', \"what's the weather in sf\"), ('ai', \"It's sunny in San Francisco!\"), ('human', \"hi! I'm bob\")]\n",
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"19:50:43 httpx INFO HTTP Request: POST https://api.anthropic.com/v1/messages \"HTTP/1.1 200 OK\"\n",
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"[('human', \"what's the weather in sf\"), ('ai', \"It's sunny in San Francisco!\"), ('human', \"hi! I'm bob\"), ('ai', \"Hi Bob, it's nice to meet you! As an AI assistant, I don't have a physical form, but I'm happy to chat and try my best to help you with any questions or tasks you might have. Please let me know if there's anything I can assist you with.\")]\n",
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"[('ai', \"It's sunny in San Francisco!\"), ('human', \"hi! I'm bob\"), ('ai', \"Hi Bob, it's nice to meet you! As an AI assistant, I don't have a physical form, but I'm happy to chat and try my best to help you with any questions or tasks you might have. Please let me know if there's anything I can assist you with.\")]\n",
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"[('ai', \"It's sunny in San Francisco!\"), ('human', \"hi! I'm bob\"), ('ai', \"Hi Bob, it's nice to meet you! As an AI assistant, I don't have a physical form, but I'm happy to chat and try my best to help you with any questions or tasks you might have. Please let me know if there's anything I can assist you with.\"), ('human', \"what's my name?\")]\n",
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"19:50:44 httpx INFO HTTP Request: POST https://api.anthropic.com/v1/messages \"HTTP/1.1 200 OK\"\n",
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"[('ai', \"It's sunny in San Francisco!\"), ('human', \"hi! I'm bob\"), ('ai', \"Hi Bob, it's nice to meet you! As an AI assistant, I don't have a physical form, but I'm happy to chat and try my best to help you with any questions or tasks you might have. Please let me know if there's anything I can assist you with.\"), ('human', \"what's my name?\"), ('ai', 'You said your name is Bob, so your name is Bob.')]\n",
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"[('ai', \"Hi Bob, it's nice to meet you! As an AI assistant, I don't have a physical form, but I'm happy to chat and try my best to help you with any questions or tasks you might have. Please let me know if there's anything I can assist you with.\"), ('human', \"what's my name?\"), ('ai', 'You said your name is Bob, so your name is Bob.')]\n"
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"outputs": [],
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"text/plain": [
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"[AIMessage(content=\"Hi Bob, it's nice to meet you! As an AI assistant, I don't have a physical form, but I'm happy to chat and try my best to help you with any questions or tasks you might have. Please let me know if there's anything I can assist you with.\", additional_kwargs={}, response_metadata={'id': 'msg_018GPgXGZTAEVaMepCSqpnd6', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'input_tokens': 31, 'output_tokens': 62, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-3-haiku-20240307'}, id='run--8257b47e-e5b1-4e79-ac0c-6d3dfa9f2e10-0', usage_metadata={'input_tokens': 31, 'output_tokens': 62, 'total_tokens': 93, 'input_token_details': {'cache_creation': 0, 'cache_read': 0}}),\n",
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" HumanMessage(content=\"what's my name?\", additional_kwargs={}, response_metadata={}, id='aee629b9-daa6-4e62-8acb-10aff78c9a2b'),\n",
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" AIMessage(content='You said your name is Bob, so your name is Bob.', additional_kwargs={}, response_metadata={'id': 'msg_01Jx5JcjsiavCyyzn4ErHX7w', 'model': 'claude-3-haiku-20240307', 'stop_reason': 'end_turn', 'stop_sequence': None, 'usage': {'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'input_tokens': 104, 'output_tokens': 16, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-3-haiku-20240307'}, id='run--90a3132d-d1b0-4c97-aa72-56fe5731a9d3-0', usage_metadata={'input_tokens': 104, 'output_tokens': 16, 'total_tokens': 120, 'input_token_details': {'cache_creation': 0, 'cache_read': 0}})]"
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"outputs": [],
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},
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"nbformat": 4,
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}
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}

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