BOLT - HOW MURA WROTE AN IN-HOUSE LLM EVAL FRAMEWORK

Summary from the TLDR AI newsletter

BOLT is an evaluation system built by Mura. It has become critical infrastructure for how the company ships improvements, migrates between models, and maintains accuracy as it grows. Mura is a seed-stage startup that helps commercial HVAC providers get paid faster without hiring more back-office staff. It turns messy inputs into structured data using AI and orchestration, and then presents suggestions for users to approve. This article talks about how Mura built BOLT.