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Qualifications
M.S. in AI
UC Santa Cruz — 3.9 GPA
Founding Engineer
Elas — agentic AI across 10+ services
Test Automation & Quality
Eval frameworks, golden replay, 100% coverage, CI gates
Distributed Systems
Kafka, Spark, microservices — millions of events/day
Python, C++, Java, Go
Production systems across all four
Cloud & CI/CD
AWS ECS, Kubernetes, Argo, Jenkins, Docker
Education
M.S. in Artificial Intelligence
University of California, Santa Cruz
B.E. in Computer Science
SSN College of Engineering
Experience
AI/ML Engineer (Founding Engineer)
Elas
Built 160-scenario test automation framework validating agentic AI correctness — eval suite with golden replay harness across routing, tool selection, and code generation
Designed routing engine with 100% test coverage and CI-enforced quality gates across 10+ specialized agents
Led development across 10+ repos (800+ commits); authored 168-page docs (57 service flows) and Argo CI/CD release pipelines on AWS ECS, Kubernetes
PythonAWS ECSKubernetesArgo CI/CDIntegration TestingMCP
AI Research Engineer
Samsung Research Capstone
Built autonomous GUI agent for long-horizon web task validation — event capture to record, replay, and verify multi-step agentic workflows
Developed automated test harnesses validating 1.5-bit quantized 32B Qwen across 2x RTX 3070 GPUs with regression testing
Designed validation pipelines for agent behavior — correctness checks on tool selection, scheduling, and task completion
PythonGUI AgentsvLLMQuantizationIntegration Testing
Software Development Engineer
Citi Corp
Architected event-driven microservices processing millions of events daily with integration tests for system-level correctness
Built CI/CD pipelines (Jenkins, Docker) improving deployment velocity by 20%
Designed automated data validation pipelines (Hadoop, Spark) cutting processing time by 25%; internal DSL for UI validation
JavaSpring BootKafkaHadoopSparkJenkinsDocker
NLP Engineering Intern
MultiOn (Stanford Startup)
Shipped validated integration merged into LangChain (PR #12392); enhanced agentic system accuracy by 40%
Open source: Google Tunix #1552, LangChain #12392 (merged), Ivy #13280 (merged)
PythonLangChainVector DatabasesOpen Source
Projects
Distributed URL Shortener
Consistent hashing, Redis caching, AWS auto-scaling for high throughput.
Real-Time Log Pipeline
Fault-tolerant ingestion with Kafka + Spark Streaming, PostgreSQL metrics.
Technical Skills
Languages Python · C++ · Java · Go · JavaScript/TypeScript · Rust · SQL · Bash
Testing And Validation Test Automation Frameworks · Integration Testing · Golden Replay Harness · Regression Testing · CI/CD (Argo, Jenkins) · Code Review · Performance Validation
Agentic Ai And Dev Tools Multi-Agent Orchestration · LLMs · vLLM · PyTorch · LangChain · MCP Servers · RAG · Eval Pipelines · DeepEval · Langfuse · GRPO · DDP
Infrastructure Docker · Kubernetes · AWS (ECS, SQS) · Redis · PostgreSQL · Kafka · Distributed Computing · NLP