Marino Glazar

Built scalable, cloud-native AI infrastructure using AWS Bedrock, Lambda, DynamoDB, S3 and elastic services; achieved 99.9% uptime and reduced latency by ~23%. Developed real-time analytics dashboards for social media trends, hate speech and sentiment analysis with live updates powered by Socket.IO and Python data processing. Designed AI-powered dialogue systems with integrated function calling and complex SQL orchestration, cutting query latency by 40% and doubling system throughput during peak usage. Led frontend architecture for live analytics dashboards (TypeScript, React, Angular) connected to a Python FastAPI backend and MongoDB. Implemented ML tooling with LangChain and LangGraph to enable modular, dynamic decision pipelines, improving reasoning capabilities and reducing failure rates by 30%. Implemented scalable Python apps with FastAPI and Pydantic for high data integrity, and introduced test-driven development with PyTest and Selenium.

Built and optimized scalable, cloud-native AI infrastructure on AWS Bedrock, Lambda, DynamoDB, and S3; achieved 99.9% uptime and reduced average latency by 23%. Developed real-time Python analytics dashboard for social media trends, hate speech, and sentiment analysis with Socket.IO-backed live updates. Architected AI-powered dialogue systems with integrated function calling and SQL orchestration, reducing query latency by 40% and doubling system throughput during peak usage. Led the frontend back-end integration using TypeScript/React, connected to a Python FastAPI backend and MongoDB. Implemented ML tooling pipelines with LangChain and LangGraph to support modular, dynamic decision-making. Drove code reviews, established guidelines, and maintained high code quality with thorough test coverage. Optimized reference data paths for LLMs with TensorRT and A100/H100 GPUs. Supported open-source LLMs like LLaMA and Mistral with attention optimization. Built a robust backend for integrated tr

Designed and deployed advanced digital platforms across education, real estate, e-commerce and tech sectors. Led full SDLC with Agile ceremonies, established CI/CD pipelines using GitHub Actions, Docker, and Kubernetes; migrated legacy PHP frontend to Laravel + Vue.js, improving performance and maintainability. Built scalable CRM integrations and workflows, reduced deployment cycles from bi-weekly to multiple daily releases, and improved release stability and feedback loops. Implemented contract- and feature-driven development with a focus on product quality and client coordination.