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Nikhil Reddy
Mid-level AI/ML Engineer specializing in GPU inference and LLM platforms
San Francisco, CAAI/ML Engineer5 years experienceMid-LevelArtificial IntelligenceMachine LearningCloud Computing
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About
Built and deployed an LLM-powered platform that turns models into scalable REST/gRPC APIs, focusing on keeping GPU-backed inference fast and stable during traffic spikes. Experienced with AWS orchestration (EKS/ECS/Step Functions), safe model rollouts, and production-grade monitoring/testing for reliable AI agents and workflows.
Experience
AI/ML EngineerNVIDIA
Software EngineerAmazon
Education
Saint Louis Universitymaster, Computer Information Science
Bharath Universitybachelor, Computer Science
Key Strengths
- Built and deployed LLMs as scalable production APIs
- Handled traffic spikes with AWS autoscaling for GPU-backed services (EKS/ECS)
- Legacy system integration via REST/gRPC wrappers
- Reliability engineering: caching, load balancing, health checks
- Safe model updates using gradual rollouts and production monitoring
- Structured AI agent evaluation with edge-case testing and metrics (accuracy, latency, success rate)
- Effective communication with non-technical stakeholders using demos and simple explanations
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