# Detail introduces Vuln Scans, using abliterated models to find code vulnerabilities

> Original title: Glad such software finally exists!

- Source: Boris Power
- Published: 2026-11-06T11:18:17.000Z
- Bad Influence: https://badinfluence.news/items/zb4ikclzo8cdek786juyvotfm
- Original: https://x.com/BorisMPower/status/2118664259773333554

## Summary

Detail introduces Vuln Scans, which spin up a sandboxed cloud dev environment and run abliterated model tokens to try to hack a user's code. The scans also cross-check the supply chain against cve/.now from Sazabi to find exploitable vulnerabilities, and Detail says it has found 13k vulnerabilities so far, most already fixed. Detail will remediate findings by sending pull requests, or deliver them to an agent or ticket tracker, and says the scans are offered at cost.

## Post

Glad such software finally exists!

## Quoted post @danlovesproofs

> We built the vuln scanner we wanted to use but couldn't find.
> 
> Introducing Vuln Scans in Detail!
> 
> It uses the same abliterated models attackers are using to create havoc across the internet right now.
> 
> Under the hood we are:
> - Spinning up your dev environment in a sandbox
> - Throwing an enormous amount of abliterated model tokens at trying to hack your code
> - Cross-checking your supply chain with cve/.now from Sazabi, to find any supply chain vulns that are exploitable in your app
> 
> This is all happening within a cloud dev environment. We will not hack your prod system.
> 
> The abliterated models are scary good. We're finding nasty issues in every repo we scan. We've found 13k vulns so far, and the majority are already fixed.
> 
> We see the current moment as an all-hands-on-deck situation. Agent swarms are stringing together minor-seeming vulns across different apps to hack systems in new and unexpected ways. We all need to find and patch an enormous number of vulns, fast, or the internet is in trouble.
> 
> You don't even have to be a target to get hacked right now. Your entire product might be a stepping stone in an attack aimed somewhere else.
> 
> We can remediate findings for you (i.e. send you PRs that fix the vulns), or you can consume them via your agent of choice, or in your ticket tracker of choice.
> 
> If you need help or advice on getting your system secure fast, please get in touch. We have helped teams of all sizes adapt to the current moment. DM me.
> 
> We're delivering these scans at-cost, because it's all-hands-on-deck. We hope you'll get one today.

https://x.com/danlovesproofs/status/2118486426857910289