fix: updating docs with v3 integrations updates (#4898)

docs/integrations/aws-bedrock.mdx

@@ -49,7 +49,7 @@ Import necessary modules and configure Mem0:
 ```python
 import boto3
 from opensearchpy import OpenSearch, RequestsHttpConnection, AWSV4SignerAuth
-from mem0.memory.main import Memory
+from mem0 import Memory
 
 region = 'us-west-2'
 service = 'aoss'

docs/integrations/keywords.mdx

@@ -24,7 +24,7 @@ You can get your Mem0 API key from the <a href="https://app.mem0.ai/" rel="nofol
 Install the necessary libraries:
 
 ```bash
-pip install mem0 keywordsai-sdk
+pip install mem0ai keywordsai-sdk
 ```
 
 Set up your environment variables:
@@ -65,7 +65,7 @@ config = {
 }
 
 # Initialize Memory
-memory = Memory.from_config(config_dict=config)
+memory = Memory.from_config(config)
 
 # Add a memory
 result = memory.add(

docs/integrations/llama-index.mdx

@@ -92,7 +92,6 @@ config = {
         "provider": "openai",
         "config": {"model": "text-embedding-3-small"},
     },
-    "version": "v1.1",
 }
 ```
 

docs/integrations/openai-agents-sdk.mdx

@@ -214,7 +214,7 @@ Customize memory behavior:
 # Configure memory search
 memories = mem0.search(
     query="travel preferences",
-    user_id="alex",
+    filters={"user_id": "alex"},
     top_k=5  # Number of memories to retrieve
 )