RCE in LLaMA-Factory WebUI model loading
CVE-2026-58116 is a remote code execution vulnerability affecting LLaMA-Factory through version 0.9.5. In the WebUI Chat and Training interfaces, attacker-controlled model path input is passed without validation into Hugging Face transformers loading functions, specifically AutoTokenizer.from_pretrained() and AutoModel.from_pretrained(). The vulnerable code path hardcodes trust_remote_code=True, which allows transformers to fetch and execute Python code from a referenced remote or local model repository. By supplying a malicious model path, an attacker with WebUI access can cause arbitrary Python code to execute in the context of the LLaMA-Factory server process.
Are you exposed to this one?
Mallory correlates every CVE against your assets, your vendors, and active adversary campaigns. Know which vulnerabilities matter for you, not just which ones are loud.
Impact, mitigation & remediation
What it means. What to do now. Patch path, mitigations, and the assume-compromise checklist.
Impact
What an attacker gets, and what they’ve been doing with it.
Mitigation
If you can’t patch tonight, do this now.
Remediation
Patch, then assume compromise.
Exploits
No public exploits tracked yet. Mallory keeps watching.
No public exploit code observed for this vulnerability.
Affected products & vendors
Products and vendors Mallory has correlated with this vulnerability. Open in Mallory to drill down to specific CPE configurations and version ranges.
Vendor-confirmed product mapping. Mallory continuously reconciles this list against your asset inventory.
Recent activity
2 sources tracked across advisories, community write-ups, and news. New activity surfaces here as Mallory finds it.
The version that knows your environment.
Query your assets running an affected version, and investigate the blast radius.
Every observed campaign linking this CVE to a named adversary.
Malware families riding this exploit, with evidence and IOCs.
YARA, Sigma, Snort, and vendor rules, auto-deployed to your SIEM.
Cross-references every affected SKU, including bundled OEM variants.
Community discussion across Reddit, Mastodon, and other social sources.