The AI beat

AI engineering

Shipping agents and LLM systems that hold up outside the demo: grounding, evaluation, and the failure modes nobody screenshots.

When to abandon the low-code path

Why I rebuilt my procurement agent from scratch in week three of a four-month internship.

Anti-hallucination through tool grounding

A small experiment in forcing every claim from an LLM agent through a deterministic database query.

Notes on AI-assisted development

Patterns that have held up across four months of work with Claude Code.