Docs specific to the AWS AI Agent Global Hackathon.

Hackathon ​

Objective ​

To make up for my performance in the previous competition (Google BigQuery AI/ML).

Submission Objective Brief

An autonomous AI agent specialised in cleaning any type of dataset.

Brief ​

https://aws-agent-hackathon.devpost.com/?_gl=11ywpdcn_gcl_auOTQ2MTM4NTI2LjE3NTg0MzA2Mzc._gaODE1NjkxOTY0LjE3NTg0MzA2Mzc._ga_0YHJK3Y10M*czE3NjEyOTMzNDkkbzI4JGcxJHQxNzYxMjkzMzUwJGo1OSRsMCRoMA..

Requirements Checklist ​

RequirementHow I manipulated the current project to meet itMet?
Hosting a reasoning AI model with AWS Bedrock AgentCore or Sagemaker AIAWS ESK + Docker container to serve the AI model with AgentCore✅
2 of the AWS stack e.g. Sagemaker AI Studio, Bedrock AgentCore etc.Sagemaker AI; AWS Sandkit; AWS ESK + Docker container✅
AI agent definition: the project must align with how AI agents are definedAWS's official definition of an AI agent✅

Submission (Final Verdict) ​

https://devpost.com/software/autonomous-ai-data-agent?ref_content=my-projects-tab&ref_feature=my_projects

All competitions so far ​

Competitions I have entered with this project, DataBy AI.

Competition platform / hostPageOutcome
DevPost / AWSAWS AI Agent Global HackathonSubmitted / unqualified
Kaggle / GoogleBigQuery AI: Building the Future of DataSubmitted / unqualified

4.11.2025: This app uses AI agent networks to access external platforms, a reliance driven by the time constraints of these competitions. After my most recent competition, I realised the project's current plans leave it vulnerable to many cybersecurity threats (e.g. data leakage). As the app's sole developer, I should give myself 1-2 months to revise my plans before entering a new competition or deploying the app.