A team of AI agents is investigating the cloud environment.
User asks a question in plain English and the agents gather evidence from many different types of logs, events and API calls to produce the answer.
Instead of digging through gazillion of logs to get the answer, the agents turn questions into automated investigations.
The logs from multiple AWS resources are gathered into S3 Data Lake by automated data ingestion pipeline, where agents read it using Amazon Athena. To other services which don't produce logs the agents are connecting by API calls.
We’ll walk through the architecture behind it: a multi-agent system in Amazon Bedrock AgentCore runtime, agent memory, custom LLM guardrails, deterministic antihallucination and security hooks and ingestion pipeline.
Whole project is in terraform and available in git for everyone.
Let's get that cloud some interrogation, until we get the answer!