When a user successfully uploads a file to the S3 Raw bucket, S3 automatically triggers an ObjectCreated event to Amazon EventBridge. EventBridge will filter the event and send it to an Amazon SQS queue. The Job Starter Lambda function polls messages from SQS, reads the file information (s3RawPath, documentId, userId), and triggers the Step Functions State Machine to asynchronously launch the AI processing workflow.
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