Series

Study Buddy Project

Prompt Engineering Lessons from Building a Problem Generator
Prompt engineering only becomes interesting when you're prompting for structured, specific output that has to be reliable enough to feed downstream systems. A chatbot that gives a slightly different a
Jun 6, 20264 min read
The LLM-as-Judge Problem — Making Automated Evaluation Reliable
Automated evaluation using an LLM sounds like an elegant solution until you understand its failure modes. The model playing the role of a teacher grading work has four well-documented ways to get it w
Jun 4, 20265 min read
Designing an LLM System That Actually Solves a Real Problem
Most LLM project ideas start from the technology. "What can I build with agents?" or "Let me try a RAG pipeline." That approach produces demos that are interesting for a day and abandoned by the weeke
Jun 4, 20264 min read