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Chicory Redline delivers native-speed WebAssembly on the JVM by compiling the Cranelift compiler to Wasm and running it through Chicory itself - native code, bundled in a JAR, with no JNI required. Already shipping in JRuby with a 10x parsing improvement. Early but credible, and the cleanest Panama FFM use case to appear so far.
Zig 0.16 is a significant release that breaks a lot of existing code on purpose. Major I/O abstractions have been deleted and redesigned, the type system has been overhauled for better ergonomics, and the toolchain continues its march toward self-hosting. Worth a look even if you're not a Zig developer, because this is what a language looks like when it's still willing to be wrong on the way to being right.
JetBrains' Koog agent framework now integrates directly with Spring AI, layering agent orchestration - multi-step workflows, fault-tolerant checkpointing, history compression - on top of your existing Spring AI setup without replacing it.
Pilot 0.1.0 is a Maven plugin that provides a text console for the Java build tool, providing features like update checking, conflict detection, CVE auditing, dependence tree display, and more in a text console application.
MethodHandle has been in the JDK since Java 7, and most Java developers have a vague sense that it exists somewhere near invokedynamic and lambda internals. David Lloyd's ongoing series covers the mechanics thoroughly. What it doesn't cover is when you'd actually reach for it - and why.
Terminal Trove mentioned Matt Hartley's `netwatch` tool as its "tool of the week:" netwatch is a network diagnostic tool for the console, and it's pretty comprehensive, showing a ton of information about network traffic in a quite reasonable, useful interface.
Most teams don't trust their code - they trust the people who wrote it, or the streak of days without incident. That's not the same thing, and the difference is becoming harder to ignore. Trust in a system isn't social capital or accumulated momentum: it's demonstrated, repeatedly and verifiably, by the system itself. If you have to read the code to know it works, you don't know it works.
pg_6502 is a fully functional MOS 6502 emulator running in pure PostgreSQL - registers, memory, and all 151 opcodes implemented as stored procedures. It passes functional test suites. Could you load a Commodore 64 ROM into it? Probably. Should you? That's not our call. But someone's going to port DOOM into PostgreSQL eventually, and this is how it starts. Has anyone seen SkyNet around?
John Loeber wants idiomatic design back, and he's right - but the loss of idiom wasn't laziness, it was physics. IBM's Common User Access standard worked because the OS enforced it and the hardware was fixed; move to the browser, then mobile, then AR, and the contract doesn't bend, it voids. We're not in a period of design failure; we're in the same chaotic pre-standardization phase that preceded CUA in the first place. The question isn't how to restore what we had - it's how to recognize the improvised patterns that are already winning, and hold the line when we find them.
Scott Chacon and Markus Feilner have introduced GitButler, a tool that changes how developers work with branches in Git: instead of working on a branch, possibly introducing changes that belong in other issues, developers can work on a cohesive codebase and split changes into lanes that make more sense in context, which can make working with git much cleaner.
Optimization isn't a single measurement and a fix. It's whack-a-mole: find the loudest problem, fix it, then look at what the problem was hiding. Jonathan Vogel's second installment in his Java performance series shows this process live, with JFR recordings and flame graphs - including a contention bug that was completely invisible until he pushed the concurrency high enough for it to matter.
We've decided, collectively, that the things we love should be free and paid for by someone else. Thunderbird just put a number on how that's working out: 3% of their users actually invest in the project. We want good software, honest journalism, and open source tools that last, but we just don't want to be the ones paying for them. That's a problem.
Three projects had releases that generate scaffolding for database access: spring-crud-generator uses an entity specification as the director for generation, scythe uses SQL queries as story drivers for data definition and API endpoints, and fluent-repo-4j provides a more direct database access model for Spring, not as reliant on domain-driven design for access patterns as the formal Spring Data modules.
ByteCode.News has some pretty fundamental updates on the way behind the scenes, to make maintenance and updates a lot easier than they were. What's running right now is "old code" but this will open up the process for a better future for the codebase.
Primate, an opinionated web framework primarily written in Typescript but with support for many languages, has reached 0.37, with added support for migrations, a greater emphasis on developer correctness and ease of use. It's worth a hard look for services.
DoytoQuery's author published a performance comparison against a number of data access frameworks, and it came out well - which isn't surprising, given that its author wrote the framework. They're deservedly proud of their work, and DoytoQuery has some interesting concepts in how it works, and may be worth further investigation, although there's a documentation gap and, as with most data access frameworks, an impedance mismatch.
A writing community survey asked "do you use AI?" — which sounds simple until you realize Grammarly is AI, your search engine is AI, and your spellchecker might qualify too. So: how would you actually avoid AI if you wanted to? And is there any good reason to try?
Oracle laid off roughly 30,000 people, including Sharat Chander and others important to the Java ecosystem. Layoffs are never fun to endure or watch, but it's worth asking: how many of us have actually paid Oracle - or Sun before them - anything? If we haven't bought anything, should we expect a voice in corporate decisions? And what does this mean for the platform work that actually matters?
From a health podcast, a guest ran into a situation where Claude - being used as an AI writing assistant - *offered to author content itself*, and the content is not only pretty good, but offers a chance for insight into how the entire modeling construct works.
OpenJDK leet koda Hanz Franz MacNamaramara told ByteCode.News today that the new structured concurrency implementation in the JVM was being rewritten in Python, using the most current AI modeling available.