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Shreyas Kumar
Entry-level AI Engineer specializing in LLMs and applied NLP systems
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Built Lumo, a real-time voice AI companion, owning the product end-to-end across React/TypeScript, FastAPI WebSockets, and PostgreSQL. Stands out for combining deep full-stack systems thinking with voice UX polish, reliability instrumentation, and configurable parent-control guardrails in a multi-tenant setup.
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Key Strengths
- End-to-end ownership of real-time voice AI product
- Full-stack architecture across React, serverless backend, and Postgres
- Cross-layer debugging of race conditions
- Reliability engineering with correlation IDs and deterministic event queues
- Performance measurement using end-to-end latency instrumentation and p50/p95 tracking
- UX improvement for onboarding and first-session activation
- Design of voice interaction flows with interruption handling and state clarity
- Rapid prototyping under ambiguity in hackathon setting
- Reusable primitive/API design through shared rate-limiter abstraction
- Configurable multi-tenant parent control system with backend guardrails
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