Fix typos in docs/docs/use_cases/chatbots.ipynb (#11707)

implemet -> implement

docs/docs/use_cases/chatbots.ipynb

@@ -677,7 +677,7 @@
     {
      "data": {
       "text/plain": [
-       "{'question': 'What are the various ways to implemet memory to support it?',\n",
+       "{'question': 'What are the various ways to implement memory to support it?',\n",
        " 'chat_history': [SystemMessage(content='The human asks how agents use task decomposition. The AI explains that agents can use task decomposition in several ways, including simple prompting, task-specific instructions, and human inputs. Task decomposition allows agents to break down large tasks into smaller, more manageable subgoals, enabling them to plan and execute complex tasks efficiently.', additional_kwargs={})],\n",
        " 'answer': 'There are several ways to implement memory to support task decomposition:\\n\\n1. Long-Term Memory Management: This involves storing and organizing information in a long-term memory system. The agent can retrieve past experiences, knowledge, and learned strategies to guide the task decomposition process.\\n\\n2. Internet Access: The agent can use internet access to search for relevant information and gather resources to aid in task decomposition. This allows the agent to access a vast amount of information and utilize it in the decomposition process.\\n\\n3. GPT-3.5 Powered Agents: The agent can delegate simple tasks to GPT-3.5 powered agents. These agents can perform specific tasks or provide assistance in task decomposition, allowing the main agent to focus on higher-level planning and decision-making.\\n\\n4. File Output: The agent can store the results of task decomposition in files or documents. This allows for easy retrieval and reference during the execution of the task.\\n\\nThese memory resources help the agent in organizing and managing information, making informed decisions, and effectively decomposing complex tasks into smaller, manageable subgoals.'}"
       ]
@@ -688,7 +688,7 @@
     }
    ],
    "source": [
-    "qa(\"What are the various ways to implemet memory to support it?\")"
+    "qa(\"What are the various ways to implement memory to support it?\")"
    ]
   },
   {