#rust-diagnostics

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#rust
Software development
fromTechzine Global
1 day ago

Rust enters the Linux kernel, but its adoption is leveling off

Rust is now officially supported in version 7.0 of the Linux kernel, marking a significant milestone for the programming language.
Roam Research
fromArs Technica
11 hours ago

Google shoehorned Rust into Pixel 10 modem to make legacy code safer

Rust's borrow checker ensures memory safety at compile time, making it a suitable choice for enhancing modem security against vulnerabilities.
Software development
fromTechzine Global
1 day ago

Rust enters the Linux kernel, but its adoption is leveling off

Rust is now officially supported in version 7.0 of the Linux kernel, marking a significant milestone for the programming language.
Roam Research
fromArs Technica
11 hours ago

Google shoehorned Rust into Pixel 10 modem to make legacy code safer

Rust's borrow checker ensures memory safety at compile time, making it a suitable choice for enhancing modem security against vulnerabilities.
#scala
Scala
fromMedium
3 days ago

Scala's Growth Model - Building Inward, Starving Outward

Scala's ecosystem excels internally but struggles to attract new users due to structural and cultural barriers.
Scala
fromScala-lang
2 weeks ago

Scala 3.8.3 is now available!

Scala 3.8.3 introduces local coverage exclusions and a safe mode for capability-safe code, enhancing code safety and coverage measurement.
Scala
fromScala-lang
3 weeks ago

Porting the Scala 2 optimizer to Scala 3

The Scala 3 compiler's optimizer improves performance by 10-30% for high-level functional code without complicating developer tasks.
fromMedium
2 months ago
Software development

Why I'm Breaking Up with Scala in 2026 and Falling for Golang's Simplicity

Scala's powerful functional features produce robust code but add complexity and costs that often outweigh benefits for fast-paced, large-scale modern backend development.
Scala
fromMedium
3 days ago

Scala's Growth Model - Building Inward, Starving Outward

Scala's ecosystem excels internally but struggles to attract new users due to structural and cultural barriers.
Scala
fromScala-lang
2 weeks ago

Scala 3.8.3 is now available!

Scala 3.8.3 introduces local coverage exclusions and a safe mode for capability-safe code, enhancing code safety and coverage measurement.
Scala
fromScala-lang
3 weeks ago

Porting the Scala 2 optimizer to Scala 3

The Scala 3 compiler's optimizer improves performance by 10-30% for high-level functional code without complicating developer tasks.
fromMedium
2 months ago
Software development

Why I'm Breaking Up with Scala in 2026 and Falling for Golang's Simplicity

fromrubyflow.com
3 days ago
Ruby on Rails

re2 2.27.0: concurrent matching without the GVL

A new Ruby RE2 version releases the Global VM Lock during matches, enhancing speed in multi-threaded environments.
fromInfoQ
4 days ago

Latency: The Race to Zero...Are We There Yet?

In the fintech industry we can link latency directly to profit and money. If I have lower latency than the competition, I can get to the better deals, I can make the better deals.
Venture
JavaScript
fromInfoWorld
1 week ago

Rust team warns of WebAssembly change

Undefined symbols in WebAssembly can lead to unexpected behavior and errors, necessitating better diagnostics for developers.
Software development
fromZDNET
9 hours ago

The new rules for AI-assisted code in the Linux kernel: What every dev needs to know

Torvalds and Linux maintainers establish a formal policy for AI-assisted code contributions, emphasizing human responsibility and accountability.
fromTheregister
6 days ago

Stack Overflow abandons redesign beta after criticism

We will be retiring the beta shortly and will be removing the button to get to it and ceasing support for it. The beta garnered negative feedback from the Stack Overflow community, including observations that it looked more like a general discussion site such as Reddit and was losing the essence of what made it successful: precise questions and community-validated answers.
Online Community Development
Python
fromRealpython
6 days ago

Using Loguru to Simplify Python Logging - Real Python

Logging is essential for tracking and debugging applications, and Loguru simplifies this process in Python.
Software development
fromMedium
1 day ago

Async Logging Is Not a Silver Bullet - What Actually Limits Performance

Async logging redistributes costs rather than reducing them, impacting performance in different ways depending on implementation.
Software development
fromInfoQ
1 week ago

When Every Bit Counts: How Valkey Rebuilt Its Hashtable for Modern Hardware

Redis clones offer opportunities for optimization and learning, but often lack full implementation and reliability essential for caching.
Software development
fromInfoWorld
6 days ago

GitHub Copilot CLI adds Rubber Duck review agent

Rubber Duck enhances problem-solving in coding, particularly for complex issues, achieving notable performance improvements with Claude Sonnet 4.6 and GPT-5.4.
JavaScript
fromMedium
3 weeks ago

Metaprogramming: teaching the compiler to explain your data.

Contextual information enhances debugging by providing field names, types, and nested structures.
fromRubyflow
3 weeks ago

The tool I wish I had 25 apps ago

Every iOS app I've shipped over the last nine years started the same way: a Rails developer with a great web app, users who want it in the App Store, and weeks spent on Xcode, signing certificates, and Swift boilerplate that has nothing to do with the actual product.
Information security
fromTheregister
3 weeks ago

Cryptographer fights RustSec ban over bug reports

Nadim Kobeissi filed a complaint against Rust maintainers over critical bugs in cryptography libraries after facing dismissal and bans.
Scala
fromMedium
2 weeks ago

Breaking Scala's Nil with Java Reflection

Java reflection in Spring Data MongoDB caused a bug in Scala's Nil singleton, revealing a mismatch between Scala's guarantees and JVM behavior.
Software development
fromInfoQ
1 week ago

Dynamic Languages Faster and Cheaper in 13-Language Claude Code Benchmark

Dynamic languages like Ruby, Python, and JavaScript are faster and cheaper for AI coding tasks compared to statically typed languages.
Software development
fromMedium
1 week ago

Zero-Effort Production Debugging: How I Automated Bug Fixes for My Side Project

Automating bug fixes with an AI agent streamlines maintenance for full-stack applications, enabling zero-effort management of errors.
fromInfoWorld
1 month ago

Microsoft's .NET 11 Preview 2 offers cleaner stack traces

New overloads on TarFile.CreateFromDirectory accept a TarEntryFormat parameter, giving direct control over the archive format. Previously, CreateFromDirectory produced Pax archives. The new overloads support all four tar formats—Pax, Ustar, GNU, and V7—for compatibility with specific tools and environments.
Web frameworks
Artificial intelligence
fromZDNET
1 month ago

AI is getting scary good at finding hidden software bugs - even in decades-old code

AI models can effectively identify decades-old bugs in legacy code, but this capability also enables hackers to exploit vulnerabilities in deployed systems.
Software development
fromDEV Community
1 week ago

From Maintaining Open Source Libraries to Building an AI-Powered Tools OS with Rust and WebAssembly

Kitmul evolved from a modest project to a platform offering over 300 tools, leveraging AI to enhance development speed and user accessibility.
Artificial intelligence
fromZDNET
1 month ago

Why AI is both a curse and a blessing to open-source software - according to developers

AI can benefit open source when properly applied for security analysis, but causes harm when generating low-quality automated bug reports that overwhelm maintainers with false positives.
#ai
Software development
fromTheregister
2 weeks ago

Linux kernel czar says AI bug reports aren't slop anymore

AI-driven activity around Linux security and code review has significantly improved, leading to better quality reports and increased collaboration among open source projects.
Software development
fromTheregister
2 weeks ago

Linux kernel czar says AI bug reports aren't slop anymore

AI-driven activity around Linux security and code review has significantly improved, leading to better quality reports and increased collaboration among open source projects.
Information security
fromThe Hacker News
1 month ago

Five Malicious Rust Crates and AI Bot Exploit CI/CD Pipelines to Steal Developer Secrets

Five malicious Rust crates disguised as time utilities steal .env files containing API keys and secrets, exfiltrating data to threat actor infrastructure.
Scala
fromMedium
4 weeks ago

What I Learned Building Secure Observability in Scala

Build secure Scala applications by keeping core logic in plain IO and using a temporary Mission Stack only for sensitive operations, integrating security with observability from the start rather than adding it later.
Software development
fromInfoQ
3 weeks ago

Beyond Memory Safety: What Makes Rust Different - Lessons from Autonomous Robotics

Rust prevents entire categories of developer mistakes through its type system, ownership rules, and pattern matching, making correct code easier to write than incorrect code.
Scala
fromScala-lang
1 month ago

Hardening Scoverage Support in Scala 3

Scoverage, Scala's standard code coverage tool, underwent systematic testing improvements to ensure reliability across compiler language features and future compatibility.
Node JS
fromInfoQ
2 months ago

Prisma 7: Rust-Free Architecture and Performance Gains

Prisma ORM 7.0 replaces its Rust query engine with a TypeScript runtime, yielding smaller bundles, faster queries, lower CPU/memory usage, and easier edge deployments.
fromMedium
1 month ago

100 Scala Interview Questions for Middle Developers

Companies hiring developers with several years of experience expect candidates to demonstrate practical reasoning about functional programming patterns, concurrency models, and the Scala type system. A mid-level engineer is usually expected to work independently, contribute to design decisions, and understand the trade-offs behind the tools they use.
Scala
fromInfoWorld
1 month ago

Lightrun unveils AI SRE to find and fix software production errors

Performs root cause analysis based on new evidence from live environments, without needing prior instrumentation. Suggests runtime-validated code changes to eliminate guesswork and reduce rollback-and-redeploy cycles. Performs live issue debugging in safe remote sessions with execution-level behavior inspections.
Lightbend
Software development
fromInfoQ
3 weeks ago

QCon London 2026: Use For

Reframing lifetimes as sets of loans rather than code scopes provides clearer reasoning about Rust's borrow checker and lifetime puzzles.
React
fromInfoQ
1 month ago

Warper: Rust Powered React Virtualisation Library

Warper 7 is a Rust-WebAssembly-powered React virtualization library delivering superior performance through zero-allocation hot paths, O(1) circular buffers, and offloaded scroll calculations, achieving 120 FPS with 100,000 items versus react-window's 40 FPS.
Java
fromMedium
2 months ago

Java Is Slow-Until You Use It Like This

Deep JVM knowledge and disciplined practices—clear module boundaries, immutable domain models, simple services, careful stream use, and higher-level concurrency—enable scalable, maintainable Java systems.
Software development
fromTheregister
3 weeks ago

Mistral's new agent proofs your code on the cheap

Mistral's Leanstral uses formal code verification in Lean programming language to improve AI code generation reliability while offering significantly lower costs than competitors like Claude.
fromMedium
1 month ago

Scala Profiling Under Fire

While the codebase is fresh and grows fast under the umbrella of the local environment, we tend to rely on debugging tools, which were created specifically for that purpose. The app is half-baked, and the code is split open. We observe it through the lens of our IDE and with the speed of our brain. Everything is possible; we may pause execution for minutes, and the whole system is a white box - an open book for us.
Software development
fromTechzine Global
1 month ago

Go developer questions effectiveness of Dependabot

Dependabot sounded the alarm on a large scale. Thousands of repositories automatically received pull requests and warnings, including a high vulnerability score and signals about possible compatibility issues. According to Valsorda, this shows that the tool mainly checks whether a dependency is present, without analyzing whether the vulnerable code is actually accessible within a project.
Information security
#cargo-configuration-management
Python
fromInfoWorld
2 months ago

CPython vs. PyPy: Which Python runtime has the better JIT?

PyPy remains far faster for raw numerical workloads, but CPython's new native JIT and no-GIL builds close the gap in other workloads and enable threading.
fromNedbatchelder
2 months ago

Testing: exceptions and caches

Kacper Borucki blogged about parameterizing exception testing, and linked to pytest docs and a StackOverflow answer with similar approaches. The common way to test exceptions is to use pytest.raises as a context manager, and have separate tests for the cases that succeed and those that fail. Instead, this approach lets you unify them. I tweaked it to this, which I think reads nicely: One parameterized test that covers both good and bad outcomes. Nice.
Information security
fromTechzine Global
2 months ago

Misuse of VS Code tasks poses risk to developers

VS Code tasks.json can automatically run commands when a folder is opened, enabling supply-chain attacks that execute malicious, persistent code across platforms.
Software development
fromInfoWorld
1 month ago

Rust developers have three big worries - survey

Rust developers remain satisfied with language evolution pace, but worry about insufficient industry adoption, increasing complexity, and inadequate developer support.
Software development
fromFuturism
1 month ago

Entirely Vibe-Coded Operating System Is a Bug-Filled Disaster

Vibe-coded software development produces non-functional results, as demonstrated by Vib-OS, an entirely AI-generated operating system that is buggy and largely unusable despite claimed features.
fromInfoQ
1 month ago

Read-Copy-Update (RCU): The Secret to Lock-Free Performance

With pthread's rwlock (reader-writer lock) implementation, I got 23.4 million reads in five seconds. With read-copy-update (RCU), I had 49.2 million reads, a one hundred ten percent improvement with zero changes to the workload.
Software development
fromInfoWorld
1 month ago

What I learned using Claude Sonnet to migrate Python to Rust

If there's one universal experience with AI-powered code development tools, it's how they feel like magic until they don't. One moment, you're watching an AI agent slurp up your codebase and deliver a remarkably sharp analysis of its architecture and design choices. And the next, it's spamming the console with "CoreCoreCoreCore" until the scroll-back buffer fills up and you've run out of tokens.
Software development
fromTheregister
1 month ago

AWS backs Open VSX as Rust survey shows VS Code decline

Open VSX is operated by the Eclipse Foundation, and provides extensions unencumbered by the restriction Microsoft places on the VS Code marketplace that "alternative products including those built on a fork of the Code-OSS Repository, are not permitted to access the Visual Studio Marketplace." Microsoft cites security and compatibility as reasons, and there is no business case to "run a full-scale global service for everyone to use."
Software development
Software development
fromMedium
2 months ago

I Can't Believe Rust Is Replacing Java

The X recommendation system was fully rewritten and open-sourced using only Rust and Python, replacing previous Java and Scala implementations.
fromInfoWorld
2 months ago

Rust 1.93 updates bundled musl library to boost networking

The Rust team has unveiled Rust 1.93, the latest version of the programming language designed to create fast and safe system-level software. This release improves operations involving the DNS resolver for the musl implementation of the C standard library. Linux binaries are expected to be more reliable for networking as a result. Rust 1.93 was introduced January 22. Developers with previous versions of Rust installed via rustup can upgrade by running rust update stable.
Software development
Software development
fromInfoQ
2 months ago

VoidZero Announces Oxfmt Alpha with Rust-Powered Performance and Prettier Compatibility

Oxfmt is a Rust-based JavaScript/TypeScript formatter delivering up to 30× faster formatting than Prettier while preserving over 95% compatibility and supporting major Prettier options.
Software development
fromInfoQ
2 months ago

Rust Contributor Explores AI-Assisted Compiler Development with New Rue Language

Rue is a systems programming language removing Rust's borrow checker by using inout ownership transfers to provide memory safety without garbage collection while improving developer ergonomics.
Software development
fromInfoWorld
2 months ago

Go 1.26 unleashes performance-boosting Green Tea GC

Go 1.26 introduces self-referential generic parameters, expression operands for new, go fix modernizers, reduced cgo overhead, and multiple runtime and performance improvements.
#scala-3
Software development
fromZDNET
2 months ago

I used GPT-5.2-Codex to find a mystery bug and hosting nightmare - it was beyond fast

A $20 ChatGPT Plus plan with Codex can diagnose and fix real-world WordPress plugin bugs and hosting issues, saving developer time.
fromTheregister
2 months ago

VS Code for Linux may be secretly hoarding trashed files

The reason for this is Snap - a Linux application packaging format - creates a local Trash folder for each VS Code version, one that's separate from the system-managed Trash, according to a VS Code bug report dating back to November 11, 2024. Not only that, but Snap keeps older versions of VS Code after updates, potentially multiplying the number of local Trash folders and the trashed-but-not-deleted files therein. Emptying the system Trash folder doesn't affect the local instances.
Software development
Software development
fromTheregister
2 months ago

Dev used Claude to build TrapC, memory-safe extension of C

TrapC, a memory-safe C variant with interpreter itrapc and compiler trapc, is nearly ready for testing; code complete and debugging targets a Q1 2026 release.
Software development
fromInfoWorld
2 months ago

8 reasons developers love Go-and 8 reasons they don't

Go is a simple, C-like programming language created at Google to simplify building concurrent, networked, large-scale software with safety, performance, and easy learning.
Software development
fromInfoQ
2 months ago

Rspack Releases Version 1.7: Final 1.x Update Before 2.0 Transition

Rspack 1.7 stabilizes features, improves SWC plugin compatibility, adds native Import Bytes support, and enables lazy compilation by default for dynamically imported modules.
fromThegreenplace
2 months ago

Compiling Scheme to WebAssembly

One of my oldest open-source projects - Bob - has celebrated 15 a couple of months ago. Bob is a suite of implementations of the Scheme programming language in Python, including an interpreter, a compiler and a VM. Back then I was doing some hacking on CPython internals and was very curious about how CPython-like bytecode VMs work; Bob was an experiment to find out, by implementing one from scratch for R5RS Scheme.
fromMedium
2 months ago

Monadris: Why Functional Design Makes Tetris Safer and Easier (Scala 3 + ZIO)

A real Tetris loop has time (ticks), concurrent inputs (keystrokes), state transitions (collision, locking, line clears), and non-determinism (piece generation). In many imperative designs, these concerns end up tangled in shared mutable state, which tends to produce bugs that are: hard to reproduce (timing-dependent), hard to test (logic mixed with effects), hard to debug (replay isn't deterministic).
Software development
Software development
fromInfoWorld
2 months ago

Gleam update shines on external types

Gleam 1.14.0 adds @external support for external types and extends inference-based pruning to int segments, improving type mapping and pattern-match performance.
fromInfoQ
1 month ago

.NET 11 Preview 1 Arrives With Runtime Async, Zstandard Support, and C# 15 Features

The headline runtime feature in this preview is Runtime Async, described as a major change to how asynchronous methods work in .NET. According to the release notes, since C# 5 introduced async/await, the compiler has been solely responsible for rewriting async methods into state machine structs that track progress across suspension points. With Runtime Async, the runtime itself now understands async methods as a first-class concept and takes over responsibility for suspending and resuming methods.
Software development
fromArmin Ronacher's Thoughts and Writings
2 months ago

Porting MiniJinja to Go With an Agent

In total I probably spent around 45 minutes actively with it. It worked for around 3 hours while I was watching, then another 7 hours alone. This post is a recollection of what happened and what I learned from it. All prompting was done by voice using pi, starting with Opus 4.5 and switching to GPT-5.2 Codex for the long tail of test fixing.
Software development
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