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Varun Ravi Swaminathan
Mid-level Machine Learning Engineer specializing in LLMs and MLOps
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About
Founding-engineer-style full-stack and AI product builder who has shipped production conversational agents in hospitality and earlier helped build an AI sports analytics startup through acquisition. Stands out for combining React/TypeScript frontend ownership, FastAPI backend design, and sophisticated LLM/RAG/agent systems with strong production monitoring and clear business impact.
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Key Strengths
- end-to-end full-stack ownership of real-time operational products
- production LLM/agent architecture across voice and text
- strong TypeScript and React implementation with typed real-time event systems
- backend API and WebSocket design with FastAPI
- deep RAG and retrieval grounding expertise
- multi-agent orchestration and error isolation design
- production AI monitoring and regression detection
- root-cause debugging of model and embedding regressions
- human-in-the-loop automation judgment for risk-sensitive workflows
- startup execution in ambiguous founding-engineer environments
- measurable operational impact: 40% fewer staff overrides
- measurable operational impact: escalations 3x faster
- measurable AI impact: 60-75% reduction in human intervention
- sub-200ms P99 latency for real-time AI experiences
- document workflow improvement: 75% faster processing and 15-20% better extraction accuracy
- scaled sports video pipeline to 10,000+ hours/month on AWS
- contributed to startup growth through acquisition-stage product building
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Experience
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Publications
1 publication
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