About Me
Full Stack AI Engineer with four years of experience spanning frontend, backend, and applied AI/LLM engineering, running in parallel with a BS in Artificial Intelligence completed in 2025. Currently AI Lead on a producti…
Full Stack AI Engineer with four years of experience spanning frontend, backend, and applied AI/LLM engineering, running in parallel with a BS in Artificial Intelligence completed in 2025. Currently AI Lead on a production multi-agent security risk platform, with hands-on experience designing agentic workflows (LangGraph), retrieval-augmented generation systems, and full-stack products from architecture through deployment. Has built and shipped chatbot platforms, taxi-hailing ecosystems, security risk tooling, and several independent AI agent projects covering voice, lead qualification, and support automation.
Experience
Backend AI Engineer
<p>AI Lead on Sentrio, a production multi-agent security risk platform, working as the core Backend and AI engineer.</p><p> Built the platform's AI infrastructure on LangGraph multi-agent orchestration, using FastAPI as the backend framework for all agentic workflows.</p><p> Implemented FAIR-based Monte Carlo risk simulations for quantitative security risk scoring.</p><p> Built Gemini-powered batch alert classification to process security alerts at scale.</p><p> Designed and implemented prompt injection guardrails covering 14 distinct attack categories.</p><p> Built a Qdrant-backed, RBAC-aware RAG system with semantic caching, model tiering, and token cost optimization.</p><p> Built a source-aware alert normalizer to unify alert formats across Wazuh, GuardDuty, and Suricata.</p><p> Debugged and resolved Gemini 429 quota exhaustion issues in production by implementing deduplication, priority queuing, and model fallback strategies.</p><p> Integrated human-in-the-loop mechanisms and MCP tools/skills directly into the agentic workflows.</p><p> Produced technical documentation for the platform and a cost/token usage guide for clients.</p>
Full-Stack AI Engineer
<p>Led the Rebot project, managing a team of two junior developers, and built the platform end to end.</p><p> Built Rebot, a no-code chatbot creation platform, entirely from scratch, including ERD design and overall system architecture before development began.</p><p> Built the frontend in React, the backend in FastAPI, and used MongoDB as the primary database.</p><p> Built integrations enabling chatbot deployment to Slack, websites, and embeddable widgets.</p><p> Integrated Stripe to handle payment methods and billing.</p><p> Implemented webhooks to stream LLM responses to clients in real time.</p><p> Applied CORS management and security guardrails to prevent data breaches.</p><p> Optimized the platform's RAG architecture for hybrid search and reranking, and added model evaluation to ensure retrieved data accuracy.</p><p> Reduced hallucinations through strict context grounding, retrieval reranking, and confidence-based fallback responses.</p>
Full Stack Developer
<p>Built the full ecosystem for the NAVIGO Taxi project, from admin dashboard through backend migration to rider and driver mobile apps.</p><p> Built a Next.js admin dashboard integrated with Firebase, including server-side functions and authentication.</p><p> Worked with a senior developer to migrate the backend from Firebase to a Node.js backend.</p><p> Built two React Native applications, one for drivers and one for riders, including Google Maps integration, webhooks, and real-time trip tracking.</p><p> Implemented theming, in-app notifications, and in-app messaging across both rider and driver apps.</p>
React Developer
<p>Core frontend developer on an attendance management system, while also supporting other teams with frontend work.</p><p> Built the entire frontend of an attendance management project using React Hooks, including useReducer and useRef, with a component-based architecture.</p><p> Owned state management design across the application.</p><p> Supported other engineering teams with frontend implementation tasks outside the core project.</p>
PROJECTS
Sentrio
<p>A production multi-agent security risk platform, backend architecture using FastAPI and Node adjacent service integration. Integrated LangGraph multi agent orchestration for agentic workflow.</p>