All Posts

Thoughts on building AI systems, research, and engineering.

Engineering2026-02-18·6 min

What Building Real AI Systems Taught Me (That Courses Don't)

From models to production: lessons from shipping AI used by real users.

Read on Medium
AI Systems

From RAG to Agentic AI: What Actually Changed?

Lessons from building real multi-agent AI systems and why the paradigm shift matters.

Coming Soon
Research

Why LoRA & QLoRA Work So Well for Legal Summarization

Practical insights from fine-tuning LLMs for long-form legal documents at scale.

Coming Soon