Category

Deserialization

Security vulnerabilities and automated fixes for deserialization issues

7 posts found

high6 min

How unsafe pickle deserialization happens in NumPy's np.load() and how to fix it

A high-severity arbitrary code execution vulnerability was discovered in `tools/ardy-engine/retarget.py` where `np.load()` was called with `allow_pickle=True`, enabling attackers to embed malicious pickle payloads in `.npz` files. The fix was a single-character change—switching `allow_pickle=True` to `allow_pickle=False`—that eliminates the deserialization attack vector while preserving the file's legitimate array data loading functionality.

#security#python#numpy+4 more
A
anupamme
Jul 23, 2026
high8 min

How pickle-based arbitrary code execution happens in PyTorch and how to fix it

A high-severity arbitrary code execution vulnerability was discovered in `scripts/export_joyvasa_audio.py` where `torch.load()` was called with `weights_only=False`, allowing any pickle-serialized Python object — including malicious code — to execute during checkpoint loading. The fix switches to `weights_only=True` and explicitly allowlists only the two non-standard classes the checkpoint actually requires: `argparse.Namespace` and `pathlib.PosixPath`. This closes a real code execution path tha

#security#pytorch#python+4 more
A
anupamme
Jul 22, 2026
critical7 min

How unsafe token deserialization happens in Node.js Temml parser and how to fix it

A critical vulnerability in the Temml math library's parser allowed unsafe token deserialization that could lead to remote code execution when processing user-supplied mathematical expressions. The fix adds strict type validation on fetched token properties before use, preventing exploitation of malformed or crafted payloads.

#security#node.js#deserialization+4 more
A
anupamme
Jul 22, 2026
high8 min

How unsafe pickle deserialization happens in Keras/TensorFlow notebooks and how to fix it

A high-severity untrusted deserialization vulnerability was discovered in `TransferLearningTF.ipynb`, a transfer learning tutorial notebook that loads VGG16 model weights from the internet without verifying their integrity. Because Keras relies on Python's pickle-based serialization format under the hood, a tampered or substituted weights file could execute arbitrary code with the full privileges of the notebook user. The fix adds a SHA-256 checksum verification step immediately after the weight

#security#python#keras+5 more
O
orbisai0security
Jul 7, 2026
high7 min

How DoS via sparse array deserialization happens in Svelte devalue and how to fix it

A high-severity vulnerability (CVE-2026-42570) was discovered in the devalue library version 5.7.1, used by the Astro-powered website. This vulnerability allowed attackers to trigger denial-of-service conditions through maliciously crafted sparse arrays during deserialization. The fix involved upgrading devalue from 5.7.1 to 5.8.1, which implements proper safeguards against sparse array exploitation.

#security#denial-of-service#javascript+4 more
O
orbisai0security
Jun 9, 2026
high7 min

DoS via Sparse Array Deserialization in devalue: CVE-2026-42570 Fixed

A high-severity Denial of Service vulnerability (CVE-2026-42570) was discovered in the `devalue` library used by the Orbis AppSec blog site, where maliciously crafted sparse arrays during deserialization could exhaust server resources. The fix upgrades `devalue` from version 5.6.4 to 5.8.1 in `blog-site/package-lock.json` and adds an explicit override in `package.json` to ensure the patched version is consistently enforced across the dependency tree. Left unpatched, this vulnerability could have

#cve-2026-42570#denial-of-service#devalue+4 more
O
orbisai0security
Jun 1, 2026
critical9 min

CVE-2025-55182: Critical Next.js RCE via Unsafe Deserialization in RSC

A critical pre-authentication remote code execution vulnerability (CVE-2025-55182) was discovered in Next.js React Server Components, allowing attackers to execute arbitrary code on servers without any login or credentials required. The flaw stems from unsafe deserialization of untrusted data passed through the RSC pipeline. The vulnerability has been patched across multiple Next.js release lines, and all affected projects should upgrade immediately.

#nextjs#remote-code-execution#deserialization+4 more
O
orbisai0security
May 23, 2026