### Check for existing issues

- [x] I have searched the existing issues and checked that my issue is not a duplicate.

### What happened?

model_prices_and_context_window.json currently contains a pricing entry for apac.amazon.nova-2-lite-v1:0, but this inference profile ID does not exist according to AWS's own documentation for this model.

Per the AWS Bedrock model card for Amazon Nova 2 Lite (https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-amazon-nova-2-lite.html), the only documented Geo Inference IDs are: - us.amazon.nova-2-lite-v1:0 (Geo: US) - eu.amazon.nova-2-lite-v1:0 (Geo: EU) - jp.amazon.nova-2-lite-v1:0 (Geo: JP) - global.amazon.nova-2-lite-v1:0 (Global)

There is no APAC-wide geo tier for this model — Tokyo (ap-northeast-1)/Osaka (ap-northeast-3) traffic uses the jp. prefix specifically, per the "Geo: JP" section of the model card.

Calling Bedrock with apac.amazon.nova-2-lite-v1:0 (which currently exists in model_cost) returns: litellm.BadRequestError: BedrockException - {"message":"The provided model identifier is invalid."}

Request: 1. Remove the incorrect apac.amazon.nova-2-lite-v1:0 entry from model_prices_and_context_window.json 2. Add the corre…