Engineered an automated SRE agent that integrates **Ollama** with **Glances** and **Portainer APIs** for real-time homelab monitoring. Performs root-cause analysis on container failures and automates remediation via Tailscale-secured webhooks.

Developed a production-grade RAG pipeline using Pinecone vector DB and GPT-4. Integrated Selenium-based data ingestion and custom NLTK preprocessing to handle high-volume educational platform queries.

Software Developer (GenAI)
• Leading modernization of 1000+ apps using LLM agents for automated security patching and architectural refactoring.
• Engineered RAG systems and agentic workflows using Python and LangChain for large-scale codebase modernization.

Backend Developer
• Built scalable scraping + NLP pipelines using Selenium and Spacy, deploying on GCP (Cloud Run / Functions).
• Led OpenAI-powered chatbot development, enhancing UX and support workflows for educational platforms.

Software Developer
• Maintained high-traffic backend modules for global e-commerce platforms (SAP/Magento) across 16 countries.
• Automated complex data migration workflows with Python, significantly reducing manual intervention and errors.

Orchestrated a 24/7 headless media automation suite with GPU-accelerated transcoding and VPN-gated traffic. Managed via Portainer and secured with custom SSL / Cloudflare Tunnels.

Built a local-first automation controller for smart lighting and camera surveillance. Integrated motion-triggered camera recording, scheduled light zones, and secure on-premise event logging.

Lambton College, Toronto
Post-Graduate Specialization in distributed systems, scalable data processing, and cloud-native architecture.

Karunya University, India
Foundational engineering degree with a focus on core algorithms, database management, and software engineering principles.