relufx.
← All journal · 2026 · 01 · 10 · Field

Eval harnesses for LLM agents in production

If an agent matters, it needs regression tests. Demo confidence is not operational confidence.

Agent workflows fail in subtle ways: brittle tool choice, silent retries, and degraded explanations.

An eval harness makes these failures observable before users find them for you.

Production agents deserve the same release discipline as any other operational system.