At Oracle, I built Code Falcon, an AI code reviewer that catches defects at merge-request time and cut failed CI runs by about 15%. It handles more than 11,000 pushes a day across 500+ repositories in Fusion Applications while remaining fail-open so it never blocks a merge.
I built its sandboxed agent harness, where an orchestrator fans out subagents with read-only tools and evidence checks filter hallucinated findings. I also added checkpointing so another worker can resume a failed run without posting duplicate comments.
To ground reviews in project context, I integrated Jira and Confluence MCP servers and built an offline job that maintains each repository’s long-term memory. An evaluation gate checks prompt and model changes against 1,200 labelled reviews.
I also built a CI/CD telemetry warehouse for 9,000+ daily runs and migrated about 100,000 daily build logs and reports to object storage with zero downtime. On my Shortform Lab project, I built an agentic video post-production pipeline with deterministic execution and a dependency-aware Timeline engine.
