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Zef outpaces CPython with optimized AST walking
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HN · HACKER_NEWS// 4h agoTUTORIAL

Zef outpaces CPython with optimized AST walking

Filip Pizlo’s Zef language demonstrates that highly optimized AST-walking interpreters can outperform CPython and QuickJS. By applying 21 distinct optimizations, Zef achieves performance competitive with Lua without the complexity of a JIT or bytecode.

// ANALYSIS

Zef proves that the death of AST walking was premature; modern hardware favors simple, cache-friendly implementations over complex bytecode VMs for many workloads.

  • Inline caching and watchpoints provide massive speedups by minimizing property lookups
  • Nan-tagging and specialized stack-based argument passing reduce heap pressure and allocation overhead
  • The project serves as a masterclass in language implementation for engineers who find JITs too daunting
  • By explicitly forbidding "monkey patching," Zef enables optimizations that most dynamic languages leave on the table
  • Performance results against Lua 5.4 suggest that "slow" languages are often victims of architecture, not just their dynamic nature
// TAGS
zefdevtoolopen-sourcebenchmarkresearch

DISCOVERED

4h ago

2026-04-21

PUBLISHED

11h ago

2026-04-21

RELEVANCE

6/ 10

AUTHOR

pizlonator