Software Engineering guide
Coding, system design, shipped projects, architecture judgment, and measurable engineering impact.
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New Grad SWE Preparation
New grads need a narrow, repeatable plan: one language, core data structures, a few polished projects, early applications, and visible communication practice.
AI Proof Loop: stop learning randomly
Use AI to understand the market, then turn one project into proof a hiring team can trust.
Most new-grad software candidates do not fail because they are lazy. They fail because the work is scattered: a little LeetCode, a little React, a class project, a resume full of tools, and no clear signal for the role they actually want. Use AI to study real job posts first, find repeated skills, choose one target lane, then repair one project until it proves that lane. Track the evidence in RoleProof and let Coach decide the next repair.
The AI-to-proof method for a new-grad software engineer
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