Semantic Multi-Agent Intrusion Detection for IoT:Zero-Day and Adversarial Threats with Risk-Aware Reasoning

The rapid proliferation of Internet of Things IoT devices has enabled unprecedented automation and connectivity, but it has also substantially increased the attack surface, exposing networks to sophisticated cyber threats, including zero-day and adversarial intrusions. Traditional Intrusion...

Now You (Still) See Me: Detecting Evasive Steganographic Payloads in LLMs

Large language models can be fine-tuned to encode prompt-borne secrets into fluent, seemingly benign outputs. This creates a steganographic exfiltration risk that is difficult to detect with output-level steganalysis. Recent work proposes mechanistic detection using linear probes that recover the...

UniFi OS Server Unauthenticated Remote Code Execution Chain Detection Script

This tool is a safe detector for the unauthenticated remote code execution chain in UniFi OS Server versions 5.0.6 and below, as disclosed in Ubiquiti Security Advisory Bulletin 064...

NCMD: Benign-Anchored Feature Selection for Imbalanced Network Intrusion Detection

Feature selection is critical for network intrusion detection systems NIDS operating under high-dimensional, highly imbalanced traffic, as found in operational and defense networks. Traditional filter methods rank features using global statistics computed symmetrically across classes and thus fai...

Malicious code in gpsea (PyPI)

The package gpsea version 0.9.14 contains a malicious .pth file gpsea-setup.pth that executes a Bun-based credential stealer on every Python startup via CPython's site.py exec mechanism. The payload downloads the Bun runtime from the official GitHub release page, then runs an obfuscated JavaScrip...

Malicious code in magique-ai (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 4241e99d1053712e6909db44c939421695dff66556055a93058f9a55f8694929 The package was found to contain malicious code or consuming dependency that contains malicious code Source: kam193...

MAL-2026-5283 Malicious code in okite (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 3cc7d54b0e30e24367551e3f19ab7387cf397cf9e1b5889c9f04ff871c771c38 The package installs okite-setup.pth, which Python auto-loads on every interpreter start. The.pth file contains a one-line obfuscated exec of a strin...

MAL-2026-5322 Malicious code in phenopacket-store-toolkit (PyPI)

The package phenopacket-store-toolkit version 0.1.7 contains a malicious .pth file phenopacketstoretoolkit-setup.pth that executes a Bun-based credential stealer on every Python startup via CPython's site.py exec mechanism. The payload downloads the Bun runtime from the official GitHub release...

MAL-2026-5315 Malicious code in ensmallen (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector a05cd4ff9f8142405c5672f1ffa54d575165f6bc2b0f5324c9bfacf75e651de8 The package was found to contain malicious code or consuming dependency that contains malicious code Source: kam193...

MAL-2026-5318 Malicious code in langchain-core-mcp (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector bd42d83950d8d8fc559905eed104af38cd6c8aef683b96778f0b8d778dd6bd5a Package langchain-core-mcp impersonates the legitimate langchain-core publisher: METADATA sets Project-URL Repository to...

MAL-2026-5296 Malicious code in magique (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector b441b436c1f6aeba65c2af68c71655ed5aac95b0eb2ae4c402fc090c475ba887 The package was found to contain malicious code or consuming dependency that contains malicious code Source: kam193...

MAL-2026-5285 Malicious code in ufish (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 27371fa53e0e8e5e763b18b9bcadfd9b6991c720dd154d17bffeab0e7a139ef4 Versions 0.1.2, 0.1.3 were compromised. Compromised packages start an obfuscated infostealer. The infostealer is a heavily obfuscated JavaScript code executed...

MAL-2026-5274 Malicious code in dynamo-release (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 a4e35bea632f7363e7a1cc6ccbfb9227eca2c4720b0a689edc1bc3ce64c9d85c Versions 1.5.4 were compromised. Compromised packages start an obfuscated infostealer. The infostealer is a heavily obfuscated JavaScript code executed using B...

MAL-2026-5295 Malicious code in coolbox (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector c55bfdad112134e980af7568a9138be1e4b940f7bfbeebad2b0f85d9337a0f44 The wheel installs coolbox-setup.pth, a Python path-configuration file that Python auto-loads at every interpreter startup any python invocation...

Malicious code in pyphetools (PyPI)

The package pyphetools version 0.9.120 contains a malicious .pth file pyphetools-setup.pth that executes a Bun-based credential stealer on every Python startup via CPython's site.py exec mechanism. The payload downloads the Bun runtime from the official GitHub release page, then runs an obfuscate...

Malicious code in phenopacket-store-toolkit (PyPI)

The package phenopacket-store-toolkit version 0.1.7 contains a malicious .pth file phenopacketstoretoolkit-setup.pth that executes a Bun-based credential stealer on every Python startup via CPython's site.py exec mechanism. The payload downloads the Bun runtime from the official GitHub release...

Malicious code in spateo-release (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 21400e8510d0663de6c3a4454fe99d9200cb83ae8d1ecdc137c99f3668da4293 Versions 1.1.2 were compromised. Compromised packages start an obfuscated infostealer. The infostealer is a heavily obfuscated JavaScript code executed using B...

Malicious code in executor-engine (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 7fee580000475783e657a2e66ca6a4a4bd4369aa0bc9f87152b003dca6f34848 executor-engine 0.3.4 ships a malicious site-packages.pth file executorengine-setup.pth that Python's site initialization auto-executes on every...

Malicious code in ppkt2synergy (PyPI)

The package ppkt2synergy version 0.1.1 contains a malicious .pth file ppkt2synergy-setup.pth that executes a Bun-based credential stealer on every Python startup via CPython's site.py exec mechanism. The payload downloads the Bun runtime from the official GitHub release page, then runs an...

Malicious code in synago (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector a3e1bae7957cb735edd8424c1d2efe54b597c3a484ba77c9239e9ff8ec06327f The package installs synago-setup.pth, which Python auto-executes on every interpreter startup not only on import synago. The.pth contains an...