Hours → minutes
Incident mitigation time, after Khoj — Google-wide automated root-causing I built with 4 interns.
Site reliability engineer at Google. LLM serving for Gemini and Vertex AI, networks, serverless — kept up, and the pager kept quiet.
Incident mitigation time, after Khoj — Google-wide automated root-causing I built with 4 interns.
An actionable-metrics framework, while the team onboarded 40% more partner services.
Progressive rollouts of Spanner schema and config changes; bad changes no longer hit customers globally.
Vertex AI model-serving configs migrated, removing a class of release-time serving outages.
A system for Netflix-style chaos-monkey testing of Google's network infrastructure.
The Alert2Bug migration, on existing primitives instead of a bespoke rebuild.
A multi-agent fleet harness on a generator ≠ evaluator rail: an independent evaluator judges a change by running it, and mutation testing is the primary defect-finder.
A human-in-the-loop trading engine: 15,001 tests at 82% coverage, 58 MCP tools, every capital-moving path behind an approval gate.
“Thank you for going above and beyond the call of duty in your response to the log4j security vulnerabilities in December 2021. Your commitment to securing Google and our customers is truly appreciated!”