DETECTSecurity & safety
Jev Vulnerability Detection Analysis
Hybirdss@hybirdssss
This project investigates the effectiveness of a Jev-based approach for vulnerability detection, comparing its performance against a custom harness.
In actual vulnerability detection tests using Jev with GLM 5.3, I found that the detection rate actually decreased after switching to a Jev-based approach. This was despite the fact that, with my own harness, I had previously been able to detect vulnerabilities and generate working exploits from them.
The Jev-based approach was designed to enumerate endpoints and inspect each one in detail for potential vulnerabilities, yet its detection performance was still weaker than my original harness.
It seems that I may need to take the fine-tuned model and adapt it into the Jev framework instead.
Related builds
Vectorless RAG with Jev
This project introduces a novel approach to Retrieval Augmented Generation (RAG) that replaces traditional embedding methods with a structured, table-of-contents-based navigation system, significantly improving speed and reducing costs by offloading non-generative tasks to Jev.
