Model Evaluation Should Resemble a Resume: Focus on Long-Horizon Tasks

menhguin · x · 2026-08-16

The author concretizes the idea that post-training data should look like a "resume" rather than an exam. Instead of one-shotting a PR bug, a model should be able to "autonomously deploy 3 B2C health applications with $700k ARR". This implies a cohesive, long-horizon list of specialized outputs that can be graded accordingly.

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