Experience

Key Contributions

• Built Infra AI, an internal AI platform integrating infrastructure systems, operational knowledge, and production tooling for contextual infrastructure search across 22+ AWS production environments.
• Developed production AI agents with Amazon AgentCore and MCP servers for Spinnaker, AWS, Kubernetes, Terraform, Grafana, Datadog, and PagerDuty.
• Built an AI-driven Terraform plan intelligence service on AWS Bedrock using semantic chunking and hierarchical summarization for deployment summaries and risk assessments at 1,000+ release trains/day.
• Built The Guardian, an internal agentic AIOps assistant integrating Slack, Confluence, Amazon Kendra, and platform services for on-call incident assistance.
• Scaled Infra AI from 50 to 1,000+ users with conversational memory, session management, and UX improvements.
• Migrated AI agent infrastructure from AWS Lambda + ALB to Amazon AgentCore Runtime and Agent Gateway.
• Reduced infrastructure drift by 70% across 18+ AWS production cells with a distributed Go-based cloud-agnostic drift detection service.
• Improved deployment throughput 4x (8 hrs to 2 hrs) with a Spinnaker orchestration framework coordinating thousands of concurrent pipelines.
• Owned and maintained 5+ business-critical platform services for deployment orchestration, infrastructure automation, and SRE workflows across 18+ production environments.

Technologies

Key Contributions

• Improved astrophotography image quality by 35% using CLAHE and adaptive ML-based tuning while reducing pipeline memory usage by 40%.

Technologies

Key Contributions

• Developed Python ETL pipelines processing 10k+ multi-region records and automated KPI dashboard generation, reducing manual reporting effort by 30%.

Technologies