PT-2026-59029

When a DAG failed during parsing, Airflow’s error-reporting in the UI could include the full kwargs passed to the operators. If those kwargs contained sensitive values such as secrets, they might be exposed in the UI tracebacks to authenticated users who had permission to view that DAG. The issue...

Mechanistic Interpretability of LLM Jailbreaks Via Internal Attribution Graphs

Large language models LLMs exhibit remarkable capabilities but remain highly vulnerable to adversarial prompts and jailbreak attacks. Existing approaches primarily analyze these failures through input-output behaviors or attribution methods, offering limited insight into how adversarial...

Conductance-Repair Evidence Graphs for Prospective Security Retrieval

Security retrieval is often evaluated as ranking over complete evidence, but operational triage is prospective: CVE descriptions, weakness metadata, fix commits, EPSS scores, KEV membership, validation-vector metadata, and side-channel benchmark routes arrive through separate channels, and many a...

CVE-2026-40083

Cacti is an open source performance and fault management framework. Versions 1.2.30 and prior have SQL Injection through unsanitized unserialize+implode in managers.php. At line 756 of managers.php, the application assigns $selecteditems by calling...

CVE-2026-40083

Cacti is an open source performance and fault management framework. Versions 1.2.30 and prior have SQL Injection through unsanitized unserialize+implode in managers.php. At line 756 of managers.php, the application assigns $selecteditems by calling...

CVE-2026-40083 Cacti: SQL Injection in managers.php

Cacti is an open source performance and fault management framework. Versions 1.2.30 and prior have SQL Injection through unsanitized unserialize+implode in managers.php. At line 756 of managers.php, the application assigns $selecteditems by calling...

CVE-2026-40083 Cacti: SQL Injection in managers.php

Cacti is an open source performance and fault management framework. Versions 1.2.30 and prior have SQL Injection through unsanitized unserialize+implode in managers.php. At line 756 of managers.php, the application assigns $selecteditems by calling...

CVE-2026-40083

Cacti is an open source performance and fault management framework. Versions 1.2.30 and prior have SQL Injection through unsanitized unserialize+implode in managers.php. At line 756 of managers.php, the application assigns $selecteditems by calling...

CVE-2026-40083

Cacti is an open source performance and fault management framework. Versions 1.2.30 and prior have SQL Injection through unsanitized unserialize+implode in managers.php. At line 756 of managers.php, the application assigns $selecteditems by calling...

CVE-2026-46349 Mastodon: LD-Signature Bypass via JSON-LD Named-Graph Restructuring

Mastodon is a free, open-source social network server based on ActivityPub. Prior to 4.5.10, 4.4.17, and 4.3.23, Mastodon's normalization of incoming activities signed with Linked-Data Signatures does not sufficiently protect the activities from a certain class of spoofing, allowing attackers to...

Representation Matters: An Empirical Study of Program Representations for LLM Vulnerability Reasoning

Large Language Models LLMs are increasingly used for automated vulnerability detection, but it remains unclear how program structure and semantics should be represented for LLM-based reasoning. Most prompting-based approaches provide raw source code, implicitly assuming that more source-level...

What You See Is Not What You Execute: Memory-Based Runtime SBOM Generation for Supply Chain Security

Modern software development relies heavily on third-party components from public repositories, expanding the software supply chain attack surface. In response to these growing risks, federal initiatives have advanced the Software Bill of Materials SBOM as a standardized mechanism for improving...

PYPILINE: Malicious PyPI Package Detection Via Suspicious API Knowledge and Agent Workflow

The detection of malicious PyPI packages is crucial for maintaining the security of the open source software supply chain. Existing methods, which primarily rely on rules or traditional machine learning, suffer from poor interpretability and difficulty in adapting to novel attacks. To address thi...

Compute-Budgeted Exploitability Evidence Graphs for Prospective Vulnerability Triage

Defenders cannot patch every newly disclosed vulnerability at once, so exploitability prediction must be evaluated prospectively rather than retrospectively. We study compute-budgeted vulnerability triage in which each CVE is scored only from public evidence visible by a fixed decision time...

MOLOT System Card: Malicious Operational Logic Observation Transformer

MOLOT Malicious Operational Logic Observation Transformer is a static malicious-code detection system designed for SAST setup where package metadata, maintainer history, and dynamic execution traces may be unavailable or unreliable. The system represents source code as behavior sequences derived...

Improper Authorization

Overview Affected versions of this package are vulnerable to Improper Authorization in the structuredata endpoint, which returns external dependency graph nodes for linked DAGs without verifying whether the caller has read permission for those DAGs. An attacker can access metadata and enumerate...

PT-2026-45365

Name of the Vulnerable Software and Affected Versions apache-airflow versions prior to 3.2.2 Description The 'structure data' endpoint in the Airflow UI fails to verify if the caller has read permissions for linked DAGs Directed Acyclic Graphs, which are collections of all the tasks you want to...

PT-2026-45977

Apache Airflow's scheduler-side deadline-reference decoder SerializedCustomReference.deserialize reference imported and dispatched arbitrary class paths drawn from DAG-author-controlled serialized state without an allowlist or plugin-registry gate. A DAG author whose code reaches the scheduler —...

[SECURITY] Fedora 43 Update: rrdtool-1.9.0-8.fc43

RRD is the Acronym for Round Robin Database. RRD is a system to store and display time-series data i.e. network bandwidth, machine-room temperature, server load average. It stores the data in a very compact way that will not expand over time, and it presents useful graphs by processing the data t...

SUSE CVE-2023-51448

Cacti provides an operational monitoring and fault management framework. Version 1.2.25 has a Blind SQL Injection SQLi vulnerability within the SNMP Notification Receivers feature in the file 'managers.php'. An authenticated attacker with the "Settings/Utilities" permission can send a crafted HTT...