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For anyone else stumbling upon this, it seems like the AWS console is just buggy. I ended up running this command in the Cloud Shell, which changed the compute type.
aws codebuild update-project --name WebsiteDeploymentCDKPipelin-bSL5HmFVh1nx --environment '{"type": "LINUX_CONTAINER", "computeType": "BUILD_GENERAL1_SMALL", "image": "aws/codebuild/standard:6.0"}'
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Looking at this document https://docs.aws.amazon.com/codebuild/latest/userguide/build-env-ref-compute-types.html#environment.types, there should be an option under "Additional configuration" in Environment. In the AWS console, I also see this option in the description for "Additional configuration", i.e. "Timeout, certificate, VPC, compute type, environment variables, file systems". However, I do not see "compute type" as a field in the expanded area. Is this a bug in the console?