technical debt
4 posts tagged technical-debt.
Stephen Collins
Rust Code Health: Patterns Across 27 Open-Source Repositories
I analyzed 27 open-source Rust codebases to identify recurring structural antipatterns. Every single repository contained long functions, and 24 of 27 had god functions.
Aug 27, 2026 Read →
Stephen Collins
Go Code Health: Patterns Across 31 Open-Source Repositories
I analyzed 31 open-source Go repositories to find the most common structural antipatterns. Every single repo exhibited exit-heavy functions and deep nesting.
Aug 2, 2026 Read →
Stephen Collins
JavaScript Code Health: Patterns Across 47 Open-Source Repositories
I analyzed 47 popular JavaScript repositories for structural antipatterns. The results show remarkably consistent patterns—exit-heavy functions appear in nearly every codebase.
Aug 2, 2026 Read →
Stephen Collins
Python Code Health: Patterns Across 37 Open-Source Repositories
I analyzed 37 Python repositories and found complex branching in every single one. Here's what the data reveals about structural risk in Python codebases.
Aug 2, 2026 Read →
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