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Prathyusha Mardhi
Mid-level AI/ML Engineer specializing in LLM agents and workflow automation
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About
AI/LLM engineer with strong healthcare domain depth who has shipped production-grade agents for care coordination and clinical workflow automation. Stands out for combining Knowledge Graph RAG, LangGraph orchestration, and rigorous eval/guardrail systems to improve reliability in high-stakes environments, with measurable gains in review time, hallucination reduction, latency, and clinician adoption.
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Key Strengths
- Built production healthcare coordination agents integrated with live EHR and claims systems
- Reduced clinical documentation review time by 50%
- Improved clinician adoption by 15% through workflow-aligned AI design
- Reduced hallucinations by nearly 40% using graph-grounded Knowledge Graph RAG
- Lowered inference latency by 35% with ONNX optimization
- Strong expertise handling messy, incomplete operational and clinical data
- Designed reliable multistep agent systems with guardrails and human-in-the-loop escalation
- Deep production focus on evaluation, monitoring, traceability, and failure-mode mitigation
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