From Evaluation to Optimisation: Hierarchy-Aware Training Signals for CWE Prediction in Python

The original ALPHA benchmark introduced a taxonomy-aware penalty for evaluating CWE-level vulnerability prediction in Python and proposed that the penalty could theoretically also serve as a training signal. This paper provides that validation. We compare three delivery mechanisms: supervised...

SQLi

SQL Injection Detector A multithreaded SQL injection detectio...

PYSEC-2026-2842 Out-of-bounds Read in OpenCV

OpenCV 4.1.1 has an out-of-bounds read in halbaseline::vload in core/hal/intrinsse.hpp when called from computeSSDMeanNorm in modules/video/src/disflow.cpp...

PYSEC-2026-2803 Out-of-bounds Read in OpenCV

OpenCV 4.1.1 has an out-of-bounds read in halbaseline::vload in core/hal/intrinsse.hpp when called from computeSSDMeanNorm in modules/video/src/disflow.cpp...

Out-of-bounds Read in OpenCV

OpenCV 4.1.1 has an out-of-bounds read in halbaseline::vload in core/hal/intrinsse.hpp when called from computeSSDMeanNorm in modules/video/src/disflow.cpp...

Out-of-bounds Read in OpenCV

OpenCV 4.1.1 has an out-of-bounds read in halbaseline::vload in core/hal/intrinsse.hpp when called from computeSSDMeanNorm in modules/video/src/disflow.cpp...

PYSEC-2026-2833 Out-of-bounds Read in OpenCV

OpenCV 4.1.1 has an out-of-bounds read in halbaseline::vload in core/hal/intrinsse.hpp when called from computeSSDMeanNorm in modules/video/src/disflow.cpp...

PT-2026-59471

OpenCV 4.1.1 has an out-of-bounds read in hal baseline::v load in core/hal/intrin sse.hpp when called from computeSSDMeanNorm in modules/video/src/dis flow.cpp...

PT-2026-59480

OpenCV 4.1.1 has an out-of-bounds read in hal baseline::v load in core/hal/intrin sse.hpp when called from computeSSDMeanNorm in modules/video/src/dis flow.cpp...

vulconcern

vulconcern vulconcern is a local, read-only auditor for tam...

Decoys Cannot Go Everywhere: Mapping the Deception Surface in MITRE ATT&CK

Cyber deception research often assumes that a decoy can be placed wherever there is attacker behavior. This work tests that assumption across MITRE ATT&CK v18.1. We introduce a four-criterion rubric for infrastructure deception and apply it to all 250 ATT&CK techniques. The rubric evaluates wheth...

CVE-2026-52785: Improper Neutralization of Special Elements used in an SQL Command

OpenProject is open-source, web-based project management software. Prior to 17.3.3 and 17.4.1, there is a SQL injection in timestamps functionality. OpenProject baseline comparison allows callers to request historic work-package attributes using the timestamps parameter. This vulnerability is fix...

Exploit for CVE-2026-8461

CVE-2026-8461 PoC !WARNING This PoC is...

TLS Monitoring – Certificate Baseline Tracking and Risk Scoring System

This is a Python-based TLS monitoring framework that performs certificate collection, baseline tracking, and configuration assessment for remote services. The tool records certificate fingerprints, TLS versions, cipher suites, key sizes, and validity periods, stores historical baselines in SQLite...

EUVD-2024-55625

updatediskpsubaseline.sh requires password in plain text...

CVE-2024-39575

updatediskpsubaseline.sh requires password in plain text...

CVE-2024-39575

Technical details are not publicly available in the provided documents; monitor for updates.

CVE-2024-39575

updatediskpsubaseline.sh requires password in plain text...

PT-2026-49747

Name of the Vulnerable Software and Affected Versions update disk psu baseline.sh affected versions not specified Description The script update disk psu baseline.sh requires the password to be provided in plain text, which may expose sensitive credentials. Recommendations At the moment, there is ...

Agentra: A Supervisable Multi-Agent Framework for Enterprise Intrusion Response

Enterprise intrusion response still depends on static playbooks and analyst-driven triage, creating delay between alert generation and containment. We present Agentra, a supervisable multi-agent Intrusion Response System IRS framework that converts alerts from IDS, EDR, and XDR platforms into...