Update Docs (#3520)

docs/open-source/features/async-memory.mdx

@@ -7,7 +7,7 @@ iconType: "solid"
 
 ## AsyncMemory
 
-The `AsyncMemory` class is a direct asynchronous interface to Mem0's in-process memory operations. Unlike the memory, which interacts with an API, `AsyncMemory` works directly with the underlying storage systems. This makes it ideal for applications where you want to embed Mem0 directly into your codebase.
+The `AsyncMemory` class is a direct asynchronous interface to Mem0's in-process memory operations. Unlike the synchronous memory class, which interacts with an API, `AsyncMemory` works directly with the underlying storage systems. This makes it ideal for applications where you want to embed Mem0 directly into your codebase.
 
 ### Initialization
 
@@ -30,10 +30,10 @@ memory = AsyncMemory(config=custom_config)
 
 ### Key Features
 
-1. **Non-blocking Operations** - All memory operations use `asyncio` to avoid blocking the event loop
-2. **Concurrent Processing** - Parallel execution of vector store and graph operations
-3. **Efficient Resource Utilization** - Better handling of I/O bound operations
-4. **Compatible with Async Frameworks** - Seamless integration with FastAPI, aiohttp, and other async frameworks
+1. **Non-blocking Operations**: All memory operations use `asyncio` to avoid blocking the event loop.
+2. **Concurrent Processing**: Parallel execution of vector store and graph operations.
+3. **Efficient Resource Utilization**: Better handling of I/O-bound operations.
+4. **Compatible with Async Frameworks**: Seamless integration with FastAPI, aiohttp, and other async frameworks.
 
 ### Methods
 
@@ -182,7 +182,7 @@ except Exception as e:
 
 ### Example: Concurrent Usage with Other APIs
 
-`AsyncMemory` can be effectively combined with other async operations. Here's an example showing how to use it alongside OpenAI API calls in separate threads:
+`AsyncMemory` can be effectively combined with other async operations. Here's an example showing how to use it alongside OpenAI API calls:
 
 ```python Python
 import asyncio
@@ -199,7 +199,7 @@ async def chat_with_memories(message: str, user_id: str = "default_user") -> str
         relevant_memories = search_result["results"]
         memories_str = "\n".join(f"- {entry['memory']}" for entry in relevant_memories)
         
-        # Generate Assistant response
+        # Generate assistant response
         system_prompt = f"You are a helpful AI. Answer the question based on query and memories.\nUser Memories:\n{memories_str}"
         messages = [{"role": "system", "content": system_prompt}, {"role": "user", "content": message}]
         response = await async_openai_client.chat.completions.create(model="gpt-4o-mini", messages=messages)