Give AI the Context It Should See, Not the Whole Repository

Many AI task failures do not happen because the model cannot modify code. They happen because the model reads the wrong context. It may trust outdated docs, treat a roadmap as fact, read an AI-assistance note as a product rule, generalize from one failed sample, or find a similarly named implementation that is already obsolete. That is why a project-specific AI delivery pipeline should not simply tell AI to "read the repository." It should prepare a context package for the task. More context is