I’m a software engineer focused on building practical, production-ready AI systems. I work heavily with LLMs, backend APIs, and automation—especially around secure data access, role-based permissions, and real-world business workflows.

I’m currently building Guardrail Layer, a privacy-first AI data access layer that lets teams safely connect databases to LLMs with fine-grained permissions, audit logs, and controlled chat interfaces. My background includes full-stack development, infrastructure, and integrating AI into existing products without breaking security or compliance.

Here to share what I’m learning, learn from others, and contribute to thoughtful discussions about deploying AI responsibly at scale.