❌

Reading view

Broken by Default: I formally proved that LLM-generated C/C++ code is broken by default β€” 55.8% vulnerable, 97.8% invisible to existing tools

I spent the last few months running Z3 SMT formal verification against 3,500 code artifacts generated by GPT-4o, Claude, Gemini, Llama, and Mistral.

β–Ž Results:

β–Ž - 55.8% contain at least one proven vulnerability

β–Ž - 1,055 findings with concrete exploitation witnesses

β–Ž - GPT-4o worst at 62.4% β€” no model scores below 48%

β–Ž - 6 industry tools combined (CodeQL, Semgrep, Cppcheck...) miss 97.8%

β–Ž - Models catch their own bugs 78.7% in review β€” but generate them anyway

β–Ž Paper: https://arxiv.org/html/2604.05292v1

β–Ž GitHub: https://github.com/dom-omg/broken-by-default

submitted by /u/Hot_Dream_4005
[link] [comments]
  •  

Brandefense Q4 2025 Ransomware Trends Report β€” 2,373 incidents, 125 groups, CVE exploitation breakdown

Hi r/netsec community,

Q4 2025 data, monitoring dark web leak sites and criminal forums
throughout October–December 2025.

Numbers:
- 2,373 confirmed victims
- 125 active ransomware groups
- 134 countries, 27 industries

Group highlights:
- Qilin peaked at 481 attacks in Q4, up from 113 in Q1
- Cl0p skipped encryption entirely in most campaigns β€” pure data theft + extortion via Oracle EBS and Cleo zero-days
- 46.3% of activity attributed to smaller/unnamed groups β€” RaaS commoditization is real

CVEs exploited this quarter (with group attribution):

RCE:
- CVE-2025-10035 (Fortra GoAnywhere MFT) β€” Medusa
- CVE-2025-55182 (React Server Components) β€” Weaxor
- CVE-2025-61882 (Oracle E-Business Suite) β€” Cl0p
- CVE-2024-21762 (Fortinet FortiOS SSL VPN) β€” Qilin

Privilege Escalation:
- CVE-2025-29824 (Windows CLFS driver β†’ SYSTEM) β€” Play

Auth Bypass:
- CVE-2025-61884 (Oracle E-Business Suite) β€” Cl0p
- CVE-2025-31324 (SAP NetWeaver, CVSS 10.0) β€” BianLian, RansomExx

Notable: DragonForce announced a white-label "cartel" model through underground forums. Operations linked to Scattered Spider suggest staged attack chains β€” initial access and ransomware deployment split between separate actors.

Full report
brandefense.io/reports/ransomware-trends-report-q4-2025/

submitted by /u/brandefense
[link] [comments]
  •  
❌