blog/

Reading Gemini 4 Argon's benchmark chart when Gemini has already let me down.

Learning to act more and overthink less.

What I make of diffusion language models.

Projects, research, and reading from 2025.

A guide to foundational LLM concepts — tokens, context windows, hallucination, and prompt injection — and how tools like RAG and MCP can address their limitations.

Lessons from a 9-month data internship at KDAN — on analytics engineering, SQL version control, and why ownership and communication matter more than technical skills.

A beginner-friendly guide to installing Python, avoiding common setup pitfalls.

Makes the case for application-level validation with Pydantic alongside database constraints — catching errors early in the request pipeline and enabling richer business logic.