Debangshu Nath
Software Engineer | DevOps • Kubernetes • ML infrastructure
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Real-Time Screen Translation Overlay
Developed a real-time desktop OCR translation overlay for translating Chinese on-screen text into English.Implemented asynchronous OCR pipelines and temporal stabilization to eliminate UI lag and translation flickering.Built region-based overlay rendering with collision avoidance to prevent recursive OCR feedback.Optimized rendering and update cycles for smooth drag/resize interactions during live screen capture.
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Kubernetes-Native AI Deployment Platform
A Kubernetes-native deployment platform for dynamically provisioning GGUF-based LLM inference workloads using GitOps workflows and llama.cpp.The platform automatically generates Kubernetes manifests, updates GitOps repositories, triggers ArgoCD reconciliation, and exposes runtime inference APIs through a React + Express dashboard.
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