Agent reliability · deployment systems
DevOps Agent - Autonomous Deployment Assistant
An LLM-powered DevOps agent that automates application deployments and configuration management across AWS, GCP, and Docker. Built with LangGraph and LangSmith, with Pinecone and Neo4j supporting vector retrieval and graph reasoning. Unit testing, defect analysis, and performance optimisation improved deployment reliability and reduced latency by 40%.
Outcome
Reduced deployment latency by 40%.
Evaluation
Unit testing, defect analysis, and performance optimization were used to validate the workflow and identify latency bottlenecks.
Context
Deployments and configuration management spread across cloud providers and local infrastructure, making repeatability and recovery part of the product problem.
Contribution
Built an LLM-powered deployment assistant and improved the surrounding testing and defect-analysis workflow.
Architecture and workflow
LangGraph orchestration · LangSmith tracing · Pinecone vector retrieval · Neo4j graph reasoning · AWS, GCP, and Docker
Limitation
The public record does not include proprietary deployment configurations or production infrastructure details.