Benchmark compares models for vulnerability discovery
Published on July 18, 2026, the DeepSec benchmark compares model recall, precision, and cost in an open-core application for security analysis.
Source: Benchmark DeepSec compara modelos para descoberta de vulnerabilidades (vercel.com). Text prepared with AI from this source.
What happened and what to do
On July 18, 2026, the DeepSec benchmark presented a comparison of Kimi K3 and other models using an open-source harness designed to discover vulnerabilities in large codebases. The evaluation considers recall, precision, and cost in an undisclosed open-core application.
A company can apply this approach to assess code security analysis tools: define quality and cost criteria, run controlled tests, and track results by repository and version. Wendelmaques can help structure this process and, if needed, integrate the collection and monitoring of results.
How the consultancy can help
Wendelmaques can diagnose your code analysis process and evaluation criteria, propose a scoped implementation, and support the operation of security model testing and monitoring.
Next step
Send a short description of your code security context to receive a scoped proposal.
Let's assess your project
I reply with scope and a proposal.