Starting a new project on AWS feels exciting right up until you open the billing console and realize how fast small experiments can turn into real spend. A test database stays up overnight. An EC2 instance keeps running after a demo. A founder tries Bedrock, Lambda, and S3 in the same week, then wonders whether…