The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
Back to feedPost
CodeGuard AI: Testing Whether an AI Code Reviewer Can Catch Real Test Failures 🔍
I deliberately introduced a failing JUnit assertion into a GitHub pull request to test CodeGuard AI against a real failure scenario.
The result?
✅ Correctly classified the test execution as FAILED
✅ Identified the expected value (5) versus actual value (4)
✅ Suggested the exact correction
I'm currently validating CodeGuard AI across 100 scenarios, including test execution, false positives, evidence verification, and merge decisions.
Built with Java 21 and Spring Boot, CodeGuard AI is designed to help developers catch problems before merging pull requests.
I'm sharing real testing results as I build and improve the product.
Interested in exploring the source code? CodeGuard AI is available on Gumroad: https://javacoder716.gumroad.com/l/codeguard-ai
#CodeReview #Java #SpringBoot #DeveloperTools #AI
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
Related posts
The fix for an agent that keeps getting your design system wrong isn't a better prompt.
It's putting the rules where the agent reads them.
In the repo. In skills. In checks it can run itself.
Writing a course about exactly this.
What sells it for me is the refusal telling the agent exactly where the token should go. A bare "no hex" error usually just sends it looping. Does guard.mjs run only as an agent hook, or in pre-commit too so it catches humans as well?
Mary Holt© is currently ranked #1 among Agent Templates on the Framer Marketplace! 🏆
For those who haven't checked out the new Agent Templates yet, they come with dedicated AI skills, a Design System page, and video tutorials to help users customize and extend the template using the Framer Agent.
Mary Holt© currently includes 4 custom skills, making it easier to build new sections, customize existing components, and keep everything consistent with the original design system.
I'm not sure how long it'll stay at #1 as more creators start converting their templates, but it's exciting to see it there!
If your website was created before 2025, do this right now:
Navigate to your AI of choice and ask to validate your schema data.
Structured data is essential for AI engines to understand your business. If it is outdated, factually incorrect or missing you will not be cited by AI engines such as Gemini or ChatGPT.
It is not a new standard, but it has never been more important.
Nice information. You are right now. @Roman Avshalumov