Hybrid Fuzzing with LLM-Guided Input Mutation and Semantic Feedback

Software fuzzing has become a cornerstone in automated vulnerability discovery, yet existing mutation strategies often lack semantic awareness, leading to redundant test cases and slow exploration of deep program states. In this work, I present a hybrid fuzzing framework that integrates static an...

Unity Linux 20.1070a Security Update: kernel (UTSA-2025-988678)

The Unity Linux 20 host has a package installed that is affected by a vulnerability as referenced in the UTSA-2025-988678 advisory. In the Linux kernel, the following vulnerability has been resolved: spi: spi-zynq-qspi: Fix a NULL pointer dereference in zynqqspiexecmemop In zynqqspiexecmemop,...

Unity Linux 20.1070a Security Update: kernel (UTSA-2025-990312)

The Unity Linux 20 host has a package installed that is affected by a vulnerability as referenced in the UTSA-2025-990312 advisory. In the Linux kernel, the following vulnerability has been resolved: vmci: prevent speculation leaks by sanitizing event in eventdeliver Coverity spotted that eventms...

CVE-2025-34501

Deck Mate 2 is distributed with static, hard-coded credentials for the root shell and web user interface, while multiple management services SSH, HTTP, Telnet, SMB, X11 are enabled by default. If an attacker can reach these interfaces - most often through local or near-local access such as...

Aether - Adaptive Exploit and Threat Hunting Engine for EVM-based Repositories

Aether is a Python-based framework for analyzing Solidity smart contracts, generating vulnerability findings, producing Foundry-based proof-of-concept PoC tests, and optionally validating those tests on mainnet forks. It combines static analysis, prompt-driven LLM analysis, and AI-ensemble...

Astra Linux – Vulnerability found in Linux 6.1, Linux 6.12

In the Linux kernel, the following vulnerability has been resolved: media: rainshadow-cec: Fixed the TOCTOU race condition in raininterrupt. In the interrupt handler raininterrupt, the check for buffer fullness on rain-buflen is performed before acquiring rain-buflock. This creates a Time-of-Chec...

Improper Control of Interaction Frequency

Overview django-smart-ratelimit is an A flexible and efficient rate limiting library for Django applications Affected versions of this package are vulnerable to Improper Control of Interaction Frequency due to reliance on hard-coded static and media in the RateLimitMiddleware and the ratelimit...

Tenda CH22 fromNatStaticSetting function buffer overflow vulnerability

Tenda CH22 is a network device from Tenda, China. Tenda CH22 version 1.0.0.1 suffers from a buffer overflow vulnerability, which originates from the parameter page of the function fromNatStaticSetting in the file /goform/NatStaticSetting that fails to correctly validate the length of the input...

EUVD-2025-36980

In the Linux kernel, the following vulnerability has been resolved: ALSA: hda: cs35l41: Fix NULL pointer dereference in cs35l41getacpimutestate Return value of a function acpievaluatedsm is dereferenced without checking for NULL, but it is usually checked for this function. acpievaluatedsm may...

EUVD-2025-36981

In the Linux kernel, the following vulnerability has been resolved: ALSA: hda: Fix missing pointer check in hdacomponentmanagerinit function The componentmatchadd function may assign the 'matchptr' pointer the value ERRPTR-ENOMEM, which will subsequently be dereferenced. The call stack leading to...

CVE-2025-40083

In CVE-2025-40083, the Linux kernel net/sched SCH_QFQ implementation suffered a potential NULL pointer dereference in agg_dequeue when cl->qdisc->ops->peek() could return NULL. The fix adds a guard by validating the peek result before use, mirrors the approach used in sch_hfsc.c, and ref...

Security Vulnerabilities in AI-Generated Code: A Large-Scale Analysis of Public GitHub Repositories

This paper presents a comprehensive empirical analysis of security vulnerabilities in AI-generated code across public GitHub repositories. We collected and analyzed 7,703 files explicitly attributed to four major AI tools: ChatGPT 91.52%, GitHub Copilot 7.50%, Amazon CodeWhisperer 0.52%, and...

Starlette vulnerable to O(n^2) DoS via Range header merging in ``starlette.responses.FileResponse``

Summary An unauthenticated attacker can send a crafted HTTP Range header that triggers quadratic-time processing in Starlette's FileResponse Range parsing/merging logic. This enables CPU exhaustion per request, causing denial‑of‑service for endpoints serving files e.g., StaticFiles or any use of...

CVE-2025-62727

Starlette is a lightweight ASGI framework/toolkit. Starting in version 0.39.0 and prior to version 0.49.1 , an unauthenticated attacker can send a crafted HTTP Range header that triggers quadratic-time processing in Starlette's FileResponse Range parsing/merging logic. This enables CPU exhaustion...

PYSEC-2025-100

CodeChecker is an analyzer tooling, defect database and viewer extension for the Clang Static Analyzer and Clang Tidy. CodeChecker versions up to 6.26.1 contain a buffer overflow vulnerability in the internal ldloggerlibrary, which is executed by the CodeChecker logcommand.This issue affects...

CVE-2025-12271

A vulnerability was identified in Tenda CH22 1.0.0.1. This affects the function fromRouteStatic of the file /goform/RouteStatic. Such manipulation of the argument page leads to buffer overflow. The attack can be launched remotely. The exploit is publicly available and might be used...

CVE-2025-27223

TRUfusion Enterprise through 7.10.4.0 exposes the encrypted COOKIEID as an authentication mechanism for some endpoints such as /trufusionPortal/getProjectList. However, the application uses a static key to create the encrypted cookie, ultimately allowing anyone to forge cookies and gain access to...

PT-2025-44209

Name of the Vulnerable Software and Affected Versions Starlette versions 0.39.0 through 0.49.0 Description Starlette is a lightweight ASGI framework/toolkit. An unauthenticated attacker can send a crafted HTTP Range header that triggers quadratic-time processing in Starlette's FileResponse Range...

EUVD-2025-36337

A flaw has been found in Tenda CH22 1.0.0.1. Affected by this issue is the function fromNatStaticSetting of the file /goform/NatStaticSetting. Executing manipulation of the argument page can lead to buffer overflow. It is possible to launch the attack remotely. The exploit has been published and...

CVE-2025-27223

TRUfusion Enterprise through 7.10.4.0 exposes the encrypted COOKIEID as an authentication mechanism for some endpoints such as /trufusionPortal/getProjectList. However, the application uses a static key to create the encrypted cookie, ultimately allowing anyone to forge cookies and gain access to...