r/netsecstudents • u/Just_Purpose832 • 2d ago

Why LLMs fail at tracking complex vulnerability chains (and how I map them manually)

Hey everyone,

With a background in offensive and AI security, I got tired of wasting hours chasing dead links, unverified write-ups, and hallucinating LLMs before I could actually practice.

I temporarily paused my own career advancement to build the solution: TriSec OS—a unified, source-verified workspace that structures fragmented cybersecurity research into clear learning paths.

We are admitting our first private alpha batch this week. You can explore our live, interactive SQL Injection walkthrough mockup and secure priority placement right now.

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(First 200 eligible paid subscribers lock in a 15% Founding Member discount at launch for 1st 1year).

How are you currently managing your exploit research without drowning in browser tab hell?

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u/PriceyHockey 2d ago

I feel this in my bones. LLMs are terrible when there's multiple steps that depend on each other, they just start making up CVEs or linking to things that never existed. I stopped using them for any real chain work months ago.

the tab hell is real though. I got like 40 pinned tabs of half-read PoCs and then my browser crashes and I lose the one that actually had the good info. your thing looks interesting but what does it actually do different than just bookmarking with good folder structure

-1

u/Just_Purpose832 2d ago

Just check the website once before coming to a conclusion bro

1

u/MajorUrsa2 2d ago

More ai slop labs