07-memory-persistent-agents fails with on-demand throughput error

[BradKnowles]

I'm using Claude 3.7 Sonnet, like so...

# Create an agent with memory, websearch tool
USER_ID = "TEST" # Replace with actual user ID

memory_agent = Agent(
    system_prompt=SYSTEM_PROMPT,
    model="us.anthropic.claude-3-7-sonnet-20250219-v1:0",  # Optional: Specify the model ID
    tools=[mem0_memory, websearch],
)

But using the mem0_memory tool errors with a references to anthropic.claude-3-5-haiku-20241022-v1.

An error occurred (ValidationException) when calling the InvokeModel operation: Invocation of model ID          │
anthropic.claude-3-5-haiku-20241022-v1:0 with on-demand throughput isn’t supported. Retry your request with the │
ID or ARN of an inference profile that contains this model. 

I think it's because the mem0_memory tool defaults to Haiku and the sample doesn't provide the configuration to override it.

https://github.com/strands-agents/tools/blob/132ed4be782713e483c3e7b15040d9555b479bb5/src/strands_tools/mem0_memory.py#L152-L164

[AgainstTheGoldenMileNetwork]

Hi, I’d like to work on this issue if it’s still open. Please let me know if anyone’s already taken it or if there’s any context I should know before starting