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Quantify Django technical debt costs ($180K-350K/year) and fix them systematically. Cost calculator framework, case studies, and ROI analysis included.

Vibe-coded code looks fine until you try to change it. Five signals that tell you whether your codebase will survive its first year of paying customers.

An Inc.com audit found 91% of failed startups had no tests, 68% had security holes. The 25-month decay timeline that predicts your codebase's fate.

Vibe-coded code is unmaintainable by design - patches don't stick, bugs return, the rebuild verdict lands. The generate-validate-kill workflow that prevents it.

Non-technical founders: Evaluate development team code quality without being technical. 4 visible indicators, interview questions, and quality investment framework.