AI Agents for Data

Under Construction

We're building production-ready examples for AI agents on Amazon EKS. Check back soon!

Coming Soon

Intelligent agents that automatically monitor, diagnose, and optimize your data workloads using AI.

Planned Examples:

• Spark Diagnostics Agent - AI-powered Spark job analyzer using LangGraph
• Performance Optimization Agent - Automated query and configuration tuning
• Anomaly Detection Agent - Real-time detection of unusual patterns
• Cost Optimization Agent - ML-driven resource recommendations

Key Capabilities:

• Automatic root cause analysis for job failures
• Intelligent configuration recommendations
• Predictive failure detection
• Self-healing data pipelines

Technology Stack:

• LangChain - Agent orchestration framework
• LangGraph - Workflow state machines
• Amazon Bedrock - Foundation models
• Prometheus - Metrics collection