Koray

Founder @ I audit AI-built apps for security gaps & revenue leaks. Free preview available.

[Koray @koraybuilds]

@mdnlabs Supabase.

Reasons:
Better DX for indie builders
RLS built-in (security by default)
Easier to audit later
Open source = no vendor lock-in

Good luck with the launch! ✅

[Koray @koraybuilds]

@ziwenxu_ False choice.

With AI tools you can have both.

The problem isn't speed OR quality.

It's founders who ship at AI speed but never go back to fix the quality gaps.

[Koray @koraybuilds]

@VadimStrizheus Real talk: none of this matters if your product has security issues

[Koray @koraybuilds]

@jonathanbrnd Yes, but with blind spots.

I've audited multiple vibecoding projects at scale.

Common issues:
- Missing auth edge cases
- Payment logic bypasses
- No rate limiting

The code works but the security doesn't always scale with it.

[Koray @koraybuilds]

@heyblake https://t.co/ZHpA7XKmuW

[Koray @koraybuilds]

@burakeregar Nice! I'm doing similar but more focused on revenue leaks.

Found $8K+ in bypassed payments across 10 Cursor apps.

[Koray @koraybuilds]

@upen946 facts.

most people overthink the beginning.

just need one person to say "yes i'll pay for this"

funding can wait.

[Koray @koraybuilds]

@Tobby_scraper Real.

AI builds fast. But security? Business logic?
That's where you earn your stripes.

[Koray @koraybuilds]

@alexcooldev This is it.

For Loopside: I moved too slow validating the "perfect" approach.

Should've just:
- Run 10 free audits
- Get testimonials
- Start charging

Speed = data.
Data = direction.

[Koray @koraybuilds]

@ThePeterMick 1 Campaign. 1 Adset. 1 Creative.

[Koray @koraybuilds]

@burakeregar Congrats on the launch! 🔥

Automated scans = great for quick checks.

[Koray @koraybuilds]

@jonathanbrnd Ship fast, get hacked 😜

[Koray @koraybuilds]

@nestymee Big congrats! Keep it going

[Koray @koraybuilds]

@s_chiriac All of those.

But also: Checking that what you shipped actually works securely.

Speed + Security = sustainable growth.

[Koray @koraybuilds]

@phuctm97 More code written by AI = more security gaps.

Result: Apps shipping with exposed keys, payment bypasses, and logic flaws.

By end of 2026, security audits for AI-built code will be standard practice.

[Koray @koraybuilds]

@dev_maims Both.

Node.js is a real backend runtime.

But many devs skip proper backend practices:
• Input validation
• Auth logic
• Rate limiting

Result: Backend that works, but isn't secure.

[Koray @koraybuilds]

@JohnnyHayka Sounds like a very smart approach.

I've found mentioning a *specific* issue I found in their
code gets responses even cold though.

What's your tool? Curious if it surfaces technical
discussions (security, payments, etc).

[Koray @koraybuilds]

@csaba_kissi Vibe coders wont understand that statement

[Koray @koraybuilds]

@TheGeorgePu What about security? Do people think of that too?

[Koray @koraybuilds]

@psomkar1 Security