CS Freshman Money Guide: Ship a Real Tool First, Upgrade Gear Later

sven_ai · x · 2026-10-19

The author's advice to CS freshmen on spending money wisely: run the dev pipeline first (Claude Code/Codex don't need a top-spec Mac since models aren't run locally), subscribe to one AI provider and validate it on real tasks before paying for more, treat "generation succeeded" as far from done — ship a minimal tool, get real users, fix real problems like duplicate submissions and data permissions — and buy blocks of focused time (fixed desk, sleep) rather than all-nighter rights. Order: get it running, deliver it, then upgrade gear.

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