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The O(n²) Trap: How Quadratic Algorithms Sabotage Production Systems

The O(n²) Trap: How Quadratic Algorithms Sabotage Production Systems

Sentry engineers uncovered critical performance bottlenecks in their mobile app analysis tools, revealing how O(n²) algorithms slipped past testing only to cause major slowdowns in production. Their investigation exposed quadratic time complexity pitfalls in both Android deobfuscation and iOS binary parsing workflows.
When Compiler Optimizations Backfire: How Jump Tables Slowed UTF-8 Parsing by 4x

When Compiler Optimizations Backfire: How Jump Tables Slowed UTF-8 Parsing by 4x

A benchmark reveals how Clang's jump table optimization for UTF-8 sequence length calculations caused a 4x performance drop compared to branch-based approaches. The surprising findings challenge assumptions about lookup tables and highlight the critical interplay between CPU branch prediction and memory access patterns in performance-critical code.