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Laurence Tratt discusses yk, an open-source meta-tracing JIT compiler framework. He shares how to automatically speed up C-based language interpreters like Lua and MicroPython with...
Originally appeared on Rails at Scale. We recently enabled a really cool feature in ZJIT that makes it feel like a Real Compiler™: the inliner! We’ll write more about it soon. In...
Originally appeared on Rails at Scale. It’s been 8 years since the first just-in-time compiler was introduced in Ruby. However, throughout this time, the garbage collector has bee...
Java applications have traditionally relied heavily on runtime class loading, linking, interpretation, profiling, and Just-in-Time (JIT) compilation. These mechanisms provide excel...
Originally appeared on Peter Zhu.Object allocations from the garbage collector are now inlined in ZJIT.
Originally appeared on Ruby Weekly. #​815 — September 3, 2026 Read on the Web Ruby Weekly ZJIT 🤝 GC: Inli...
Originally appeared on The Rails Tech Debt Blog.Ruby 4.0 was released on December 25, 2025, and three features get cited most often when people talk about it: ZJIT, Ruby Box, and a...
Small, verifiable before and after code examples showing what helps, or defeats, the JIT’s ability to keep an object off the heap entirely. HotSpot does not actually allocate objec...
Java 26 just extended AOT caching to ZGC. Before you reach for GraalVM Native Image again, it’s worth asking what that actually changes. For years, “Java starts too slowly for serv...
Довайте соберем полный конвеер компиляции от исходного кода до готового бинарника из AI-моделей (нет, не соберем) соберем
Every systems language eventually needs a way to generate code, specialize functions for different types, and make decisions before the program ever runs. C++ answered that need wi...
Learn how to use Ahead-of-Time (AOT) cache to reuse a build's output, so your app can start faster in the subsequent excecutions. The post A Guide to Ahead-of-Time Cache in the Ja...
JetBrains open-sources KotlinLLM, letting compiled Kotlin apps generate and persist LLM-written code at runtime instead of calling a model live.
When you write: let x = 5 + 3 print(x) it feels like the computer should simply read it, understand it, and execute it. But computers don't naturally understand source co...
JetBrains Research has open-sourced KotlinLLM under the Apache License 2.0. The IntelliJ IDEA plugin prototype adds Smart macros, asLlm and mockLlm, whose bodies are generated Kotl...
Пара new в горячем методе может вообще не попасть в кучу — а после безобидного if внезапно вернуть аллокации обратно. Разбираемся, как C2 принимает такие решения, где ломается скал...
Rust-компилятор не просто превращает код в машинные инструкции — он проверяет безопасность программы ещё до запуска. Разбираем, как устроен конвейер компиляции, зачем Rust использу...
JEP 519 shipped stable in JDK 25. It shrinks every single object header on the heap. It’s one JVM flag. Most teams still haven’t flipped it. Here’s a JVM optimization that costs no...
Every class file passes a formal dataflow analysis before the JIT ever sees it, and that quiet checkpoint is what actually makes the JVM’s sandbox model possible. Ask most Java dev...
AMD's compiler team is proposing a new LLVM Clang compiler option, -fenable-readonly-thp for implementing instruction Transparent Huge Pages "iTHP" at compile and link-time. With -...
Attach a profiler to see what the JIT is really doing, and you’ve just changed what the JIT does. On the JVM, that’s not a metaphor. It’s a specific, mechanical consequence of how...
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