Benchmark compares models for vulnerability discovery
Published on July 18, 2026, the private benchmark uses the open-source DeepSec harness to compare models by recall, precision, and cost in an unnamed open-core application.
A July 18, 2026 publication reports a private benchmark comparing models with DeepSec, an open-source harness for finding vulnerabilities in large codebases. The evaluation used an open-core application that was not identified and considered recall, precision, and cost; the report provides no figures or detailed results.
The comparison may help engineers assess criteria for security analysis, but it does not establish which model is best without the full data and testing context. Consult the original publication and check its methodology, metrics, and evaluation conditions before applying the findings. If you use AI to study or adapt the material, do not submit confidential code or data without authorization and an appropriate policy.