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Evals-Driven Development: Your Test Suite Is the Moat episode artwork

Oct 13, 2026 20 min

Evals-Driven Development: Your Test Suite Is the Moat

from Frontier AI Architect Hosted by Amar

One instruction in a system prompt measurably degraded a coding product at the company that built the model. This episode explains how to build the test suite that catches that kind of change, and why that suite is the asset competitors cannot copy. In this episode: - What three public postmortems from Anthropic and OpenAI have in common - The four layers: code checks, a calibrated judge, a regression suite, a gate on every change - Why a model judge has to be measured before it is trusted - How a suite turns a forced model migration from weeks into days - The honest caveat: every one of those incidents passed the evals that existed Read the full article with all sources: https://frontieraiarchitect.substack.com/p/evals-driven-development-your-test?utm_source=share&utm_medium=android&r=978zej Frontier AI Architect is written by David Amar. LinkedIn: https://www.linkedin.com/in/david-amar-575192441 Newsletter: https://frontieraiarchitect.substack.com Contact: [email protected] This episode's audio is AI-generated, based on an article written by David Amar.

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Evals-Driven Development: Your Test Suite Is the Moat

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