Over the years, I’ve transitioned from building traditional systems to crafting intelligent architectures that can think, adapt, and scale. My work sits at the intersection of machine learning, language modeling, and Python-driven automation — where smart code meets strategic intent.

I design and deploy high-performance bots and workflow engines built to operate silently at scale. From outreach automation to data intelligence pipelines, I specialize in engineering digital systems that do the heavy lifting — efficiently, elegantly, and ethically.

As an ethical hacker, I bring a security-first mindset to everything I build. I believe in probing systems not to break them, but to understand them better — to find the blind spots before the bad actors do. That mindset bleeds into my AI work, too — I'm not just training language models to talk, but to understand. To be accountable. To be useful.

Today, I'm working at the frontier of artificial intelligence — training LLMs, fine-tuning transformer models, and constructing modular pipelines that bring generative systems into real-world applications. Whether it's automating decisions, analyzing language, or augmenting human workflows, I’m building tools that stretch what’s possible with code.