Clara Roux

About

I'm currently a third-year LEA (Applied Foreign Languages) student at the University of Angers, where I'm building a strong foundation in languages, intercultural communication, and international business. My academic journey has allowed me to develop not only linguistic proficiency but also the ability to understand diverse cultures, collaborate with people from different backgrounds, and adapt to global environments. For me, learning languages is much more than studying grammar or vocabulary, it's about connecting with people, understanding perspectives, and creating opportunities across borders.

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Forums

1mo ago

How reliable are the tools we use to red-team AI agents? (4 preprints, open-source eval code)

Published four connected preprints on agentic AI security evaluation methodology covering reliability gaps in automated refusal/prompt-injection detectors, and a controlled 7,020-trial study finding that agent framework choice explains ~0.06% of security outcome variance versus ~29% for attack type. All open (CC BY 4.0), code open-source. Curious what other builders in this space are seeing.

https://figshare.com/authors/Waq...

Shipping fast vs Refactoring: How do you handle tech debt in the AI era?

Hey Product Hunt community!

With AI tools making prototyping faster than ever, the speed at which we can turn ideas into working software has skyrocketed.

However, moving this fast comes with a hidden challenge: Technical Debt.

In our team's transition from custom client projects to building our own Micro-SaaS pipeline, we frequently hit this dilemma:

1mo ago

Watched my friend refresh Product Hunt 200 times on launch day. Is that just how it goes?

My friend launched his tool a few weeks back and texted me at like 7am saying he was already awake refreshing the page. I checked in around noon and he hadn't eaten, hadn't left his desk, just kept switching between the upvote count, the comments, and Twitter mentions on repeat.

At one point the ranking dropped two spots and he called me convinced something had gone wrong, even though the actual upvote count was still going up. I tried telling him the number going down for a second didn't mean much, but it didn't really land in the moment.

What got me was that he barely replied to half the comments people left, because he was too busy watching the count instead of talking to the people leaving it. Told me afterward that the conversations he did have were the part that actually mattered, way more than where he landed on the board, but he only realized that after the day was basically over.

I haven't launched anything myself yet, so I don't know if this is just how day one always goes or if he made it harder on himself than it needed to be.
For people who've actually done this, is the refreshing and spiraling pretty universal, or is there something you did differently that kept you sane?
And for anyone else who hasn't launched yet either, does hearing this make you more nervous about your own launch day, or does knowing it happens to almost everyone take some of the pressure off?

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