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HarshelSrivatsava Srivatsava
Intern Full-Stack Engineer specializing in AI-powered SaaS products
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About
Solo builder of OGym, shipping production AI features for gyms that turn member behavior/health data (workouts, attendance, nutrition, payments, device metrics) into prioritized, actionable owner and member insights. Designed and implemented FastAPI backends, PostgreSQL-based RAG workflows, guardrails (RBAC/validation/rate limiting), and real-user evaluation loops, with a strong focus on latency/cost optimization and reliable data pipelines.
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Key Strengths
- End-to-end product ownership (idea → build → launch → iterate) for AI engagement workflows
- Strong product sense: prioritizes actionable insights and clear prioritization over complex dashboards
- Pragmatic architecture tradeoffs (monolith early for iteration speed; structured decision layer before heavier LLM use)
- Production LLM system design with RAG over PostgreSQL and structured, validated outputs
- Safety/robustness mindset: RBAC, schema validation, rate limiting, constrained prompts, and graceful fallbacks
- Evaluation-driven iteration using real user scenarios and regression baselines
- Performance/cost optimization: model selection changes (GPT-4 → GPT-4 mini) improving latency (~3–4s) and stability while reducing cost
- Built scalable, fault-tolerant health/activity data pipelines with normalization, confidence tagging, and observability
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