AI engineering is 90% building evals and 10% prompting Claude Code

paulabartabajo_ · x · 2026-10-16

paulabartabajo breaks down the real job of an AI engineer: 90% is building the right evals for the business problem and the evaluation framework, and only 10% is going back and forth with Claude Code to build the software that climbs those evals. The takeaway: in the AI coding era, the craft has shifted from writing code to designing evaluation systems.

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