#Fuzzing
Just released quick-junit 0.5.2, containing (from what I can tell) the first industrial-strength (i.e. with fuzzing and roundtrip property-based testing) JUnit XML parser for Rust!

quick-junit's serializer is used by cargo-nextest.

Check it out:
crates.io: Rust Package Registry
crates.io
November 11, 2025 at 3:14 AM
Ffs today was too long at work. My coworker nearly got crushed by giant sheets of metal and it’s cold in South Florida. Here’s my cat fuzzing up my pillow just because
November 10, 2025 at 11:48 PM
Yeah this seems very bad. More in the thread. There are some very good ways to use randomness in testing (like fuzzing) but these things opening bug reports is a recipe for pain.
www.videogameschronicle.com/news/square-...

I imagined trying to get through bug reports written by an LLM and immediately got an honest to god headache. What do you mean I can’t even go back to the person who wrote it and ask for more details because there isn’t one, but it can still make shit up?
Square Enix says it wants generative AI to be doing 70% of its QA and debugging by the end of 2027 | VGC
The publisher is researching “Game QA Automation Technology” with the University of Tokyo…
www.videogameschronicle.com
November 6, 2025 at 6:03 PM
Automated testing keeps your AI prototype from falling apart after one small change: unit, integration, regression, property-based, and fuzzing.

alanknox.com/automated-te...

#AI #VibeCoding #AICoding #AIPrototyping #AutomatedTesting
November 4, 2025 at 5:16 PM
Finally feeling free to post it - my submission for #UBERFEST25 propaganda art-contest, hosted by @kritzkast.com on a side of BLU Bonk brand. This was a biggest of fun to make this, as well as participating along w/ others, not without a life-saving feedback from my pals it would look this way

#TF2
November 3, 2025 at 6:41 AM
🧗 Manually writing fuzz drivers doesn't scale.
🚩 Auto-generating them gives false positives.
👩‍💻 Invivo fuzzing requires a user to configure the system and to execute the target.

🤖 Can we substitute the user and auto-generate configuration and executions?

Find out @ gpsapia.github.io/files/ICSE_2...
November 3, 2025 at 6:24 PM
Okay new rule: if ai’s writing your software, your validation testing had better look a lot more like fuzzing than CUJs. You are introducing computer-generated noise into your system, you need some way to validate whether that noise is producing results a human would never check for.
November 1, 2025 at 1:26 AM
Pawcon is coming up in a few short weeks and I’ll be giving a talk on FUZZING! If you ever wanted to be a cool hacker with a CVE all your own come check it out the Sunday of pawcon 11/8
October 29, 2025 at 12:06 AM
📣 Fuzzing community: Stop obsessing over incremental metrics and objectives. We're stuck in a local optimum! True progress requires a focus on novelty and paradigm shifts to advance the state of the art. Let's innovate, not just optimize.
October 26, 2025 at 7:18 AM
Yes. I once made a cable sweater with expensive mostly merino. And it was dark brown. Big mistake . I can hardly see the cables especially now with some fuzzing after washing . Still a nice warm sweater , but wrong choice of yarn 🧶
October 21, 2025 at 2:02 PM
That cock sliding in with ease~
So good
So slick
So easy~
Sliding in with no resistance.
Just a quiver from your part~
Nulge throbbing~
Head getting foggyer
Fuzzing over~
With each plap of my cock~
Let's get that mind into a nice sleep now shall we?~
Plap~
Plap~
Plap..

Plap...

Plap....

Pla-..
October 19, 2025 at 10:06 AM
Microsoft's Rust-based GDI component in Windows leads to BSOD vulnerability. Check Point's fuzzing campaign uncovers critical flaw. #Windows #Rust #CyberSecurity #BSOD Link: thedailytechfeed.com/windows-rust...
October 18, 2025 at 8:43 AM
@redandblacktac.bsky.social did this for me mid 2022 so not too surprised if it didn't make it here.

Theaters still exist? What?

No what I wanted to say was "fuzzing" is applying random inputs to a program to catch unexpected results. Bites don't taste. They're recreational drugs.
October 12, 2025 at 4:33 AM
This is the first release since I started contributing! A lot of my changes, like tests, fuzzing, benchmarks, nushell support, Intel Mac support and parsing the new download format for 3.3.x, are now released. It's been fun working on a new open source Rust tool.
rv.dev version 0.2 is released, adding support for bash, fish, and nushell, as well as macOS on x86 and linux on ARM. we have added Ruby 3.3 as well as 3.4, and compiled in YJIT support for every version. try it out! github.com/spinel-coop/...
Release v0.2.0 · spinel-coop/rv
Adds x86 macOS as a supported platform, Ruby 3.3, and YJIT for all Rubies. Adds shells bash, fish, and nushell. Build for x86 macOS (#137, @indirect) Enable Actions support for merge queue (#137, ...
github.com
October 10, 2025 at 12:44 AM
Both Op and Megs letting out happy tears cuz finally! After so long, she finally stopped fuzzing. Maybe they got a different brand of medicine that's tasteless and that's why she's more compliant with it 👀

But Megs and Op are happy cuz now they don't have worry about her breathing at night as much
October 6, 2025 at 3:35 PM
I know it's looked down upon amongst the Queen contingent of fandom, but I adore the rushing guitars, fuzzing bass runs - not forgetting the synth undulating beneath the soaring vocals:

www.youtube.com/watch?v=0AIl...
Queen - Friends Will Be Friends (Official Video)
YouTube video by Queen Official
www.youtube.com
October 5, 2025 at 6:55 PM
Habbe #caturday Ebberywun! Hope youse hab an grate dai.
October 4, 2025 at 9:40 PM
That’s exactly the right mentality. It is hard you will have moments in which you doubt yourself and eventually you’ll realize that’s the last bits of those deeply sad confused feelings slowly fuzzing away.

You got this don’t give up, you are beyond god’s design. You’re powerful and beautiful.
September 26, 2025 at 5:02 PM
man the capture card is fuzzing the hell out of this game but it looks perfect on my tv. anyway, i am home
September 25, 2025 at 6:07 AM
Out of the GC/MS I've worked with, I always liked the HP 5970 best. Dude had his limits, but he did what you asked of him without much fuzzing around.
September 25, 2025 at 10:04 AM
GUIFuzz++ is the first general-purpose fuzzer for desktop GUI software! Fuzzing by translating AFL++ random input into user interaction with GUIs, leading to the discovery of 23 new bugs!

Paper: futures.cs.utah.edu/papers/25ASE.pdf
Source: github.com/FuturesLab/GUIFuzzPlusPlus

Go test some GUIs!
September 24, 2025 at 8:52 PM
September 22, 2025 at 4:57 PM
I set up fuzzing for my project, it was easy!

Setup PR: github.com/KittyCAD/ezp...

Then it found a panic, which I fixed.

Bugfix PR: github.com/KittyCAD/ezp...

Thanks very much, cargo-fuzz! Super easy to set up, and it has a great guide: rust-fuzz.github.io/book/cargo-f...
Set up fuzzing by adamchalmers · Pull Request #95 · KittyCAD/ezpz
We can be pretty confident the constraint solver never panics by fuzzing it. cargo fuzz lets us generate arbitrary constraints and initial guesses, then feed them into the solver, and find any pani...
github.com
September 17, 2025 at 5:02 AM