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Learn how to build resilient AI workflows using AWS CDK, StepFunctions, and Amazon Bedrock in this updated workshop from Educloud Academy. The course covers:
– Fault-tolerant AI workflows with StepFunctions and Bedrock
– Realtime data streaming using EventBridge and AWS AppSync
– AI Agent development with AWS Lambda Powertools for Python
You Should Know:
AWS CDK Commands for Generative AI Constructs
Install AWS CDK npm install -g aws-cdk Initialize a new CDK project cdk init app --language=typescript Deploy your stack cdk deploy
StepFunctions State Machine Definition (ASL)
{
"Comment": "Fault-tolerant AI workflow with Bedrock",
"StartAt": "Invoke Bedrock Model",
"States": {
"Invoke Bedrock Model": {
"Type": "Task",
"Resource": "arn:aws:states:::bedrock:invokeModel",
"Parameters": {
"ModelId": "anthropic.claude-v2",
"Input": {"prompt.$": "$.input"}
},
"Retry": [{
"ErrorEquals": ["Bedrock.ServiceException"],
"IntervalSeconds": 2,
"MaxAttempts": 3
}],
"End": true
}
}
}
EventBridge Rule for Realtime Streaming
aws events put-rule \
--name "AI-Data-Stream" \
--event-pattern '{"source":["aws.bedrock"],"detail-type":["AI Inference Complete"]}' \
--state ENABLED
Lambda Powertools for Python (AI Agent)
from aws_lambda_powertools import Logger, Tracer
from aws_lambda_powertools.utilities.typing import LambdaContext
logger = Logger()
tracer = Tracer()
@tracer.capture_lambda_handler
def handler(event: dict, context: LambdaContext):
logger.info("Processing AI Agent request")
return {"statusCode": 200, "body": "AI Agent executed successfully"}
Linux/MacOS Setup for AWS CLI
Configure AWS CLI aws configure Install Python dependencies pip install boto3 aws-lambda-powertools
Windows PowerShell Commands
Deploy CDK Stack cdk bootstrap aws://ACCOUNT-NUMBER/REGION cdk synth cdk deploy --all
What Undercode Say:
To master AI workflows on AWS, practice these commands and integrate retry mechanisms for fault tolerance. Use CDK to automate deployments and leverage StepFunctions for orchestration. Always monitor workflows with CloudWatch and validate IAM permissions.
Expected Output:
- Deployed CDK stack with Bedrock integration
- Operational StepFunctions state machine
- Real-time EventBridge triggers for AI events
- Lambda Powertools logging for AI agents
References:
Reported By: Rosius Weve – Hackers Feeds
Extra Hub: Undercode MoN
Basic Verification: Pass ✅
