AI is revolutionising coding, but at a cost: increased security flaws, technical debt, and reliance on flawed verification. Organisations must strengthen review and governance to navigate this verification crisis effectively.
Discover more at https://dev.to/rawveg/the-verification-crisis-e51
#HumanInTheLoop #AIGovernance #SoftwareSecurity #CodeQuality
The Verification Crisis

Software is eating the world, and now artificial intelligence is eating software. Cursor alone...

DEV Community
People and AI can write code together, but enterprise repositories still need deterministic quality gates to protect code quality. Enterprise quality is a scaling problem Enterprise Java development is not only about writing correct code. It is about keeping a large, long-lived codebase understandable,...
#ai #AIassisteddevelopment #buildautomation #cicd #codequality #Developertools #devops #EnterpriseJava #Java #maven #QualityGates
https://foojay.io/today/enterprise-java-quality-gates-ai/
Enterprise Java quality gates in the age of AI

Learn how enterprise Java teams can use deterministic quality gates, CI checks and tooling to keep AI-assisted code reviewable, consistent and safe.

foojay
Stop advertising in your commits! | AksDev

Co-authored-by: ur mom

Supporting multiple iOS versions? Create convenience wrappers for newer APIs, then use @ available with deprecated and obsoleted parameters to let the compiler flag dead code when you bump your minimum version. A clean strategy for pruning technical debt.

🔗: https://swiftwithmajid.com/2026/05/19/deprecating-your-own-convenience-api/ by Majid Jabrayilov (@Mecid)

#Swift #iOSDev #CodeQuality

Deprecating your own convenience API

Almost after every major update of iOS, we got new APIs that we use on the most recent platform but can’t use on the previous one. Usually, I solve this kind of thing by introducing my own convenience code that runs new APIs on the available versions and my custom implementation or stubs on old platform versions.

Swift with Majid
JWT: Just a #Wobbly Trick! 🤡 It's less about authenticating and more about complicating. But hey, if you love slow, leaky, unmanageable code with a side of developer confusion, #JWT is truly your jam! 🚀🔧
https://www.dusanmalusev.dev/blog/jwt-is-a-scam-and-your-app-doesnt-need-it #Trick #DeveloperConfusion #CodeQuality #SoftwareDevelopment #HackerNews #ngated
JWT is a scam and your app doesn't need it

JWT promises stateless authentication and delivers neither. It's a cargo cult that makes your app slower, less secure, and harder to maintain — and almost every developer shipping it has no idea why.

Dusan Malusev

Found a clever little Rust tool for spotting risky code 👀

🦀 **cargo-crap** — Compute the CRAP metric for Rust projects

📉 Combines cyclomatic complexity + test coverage to find high-risk & poorly-tested functions

⭐ GitHub: https://github.com/minikin/cargo-crap

➡️ Write-up: https://minikin.me/blog/cargo-crap

#rustlang #cargo #testing #coverage #devtools #cli #codequality

Notes on software quality

Your Evals Will Break and You Won't See It Coming - Lun Wang

cargo-crap: Finding Untested Complexity in AI-Generated Rust Code

https://minikin.me/blog/cargo-crap/

#Rust #AI #CodeQuality

cargo-crap: Finding Untested Complexity in AI-Generated Rust Code

cargo-crap finds complex, poorly tested Rust functions and turns untested complexity into a measurable guardrail for AI-assisted development.

AI-generated code passed QA… but still failed in production

Traditional testing workflows are struggling to keep up with AI-assisted development. Passing unit tests no longer guarantees reliability, security, or scalability in real-world environments.
This blog explores why AI-generated code can “look correct” while still introducing hidden risks — and what modern QA teams must do differently.

Read more: https://seasiamobileapplicationdevelopment.hashnode.dev/ai-generated-code-passed-qa

#AI #SoftwareTesting #QA #AITesting #CodeQuality #Automation