CVE-2024-24594 — AI Deep Analysis Summary

🚨 **Essence**: Allegro ClearML has a **Cross-Site Scripting (XSS)** flaw. <br>💥 **Consequences**: Attackers inject malicious JS code. Victims see it when viewing the **Debug Samples** tab in the Web UI.…

🛡️ **Root Cause**: **CWE-79** (Improper Neutralization of Input During Web Page Generation). <br>🔍 **Flaw**: The application fails to sanitize user input in the **Debug Samples** feature, allowing script execution.

🏢 **Affected**: **Allegro.AI ClearML**. <br>📦 **Component**: The **Web UI** specifically.…

🕵️ **Hackers Can**: Execute arbitrary **JavaScript** in the victim's browser. <br>🔑 **Privileges**: Steal cookies, session tokens, or perform actions on behalf of the user.…

🔓 **Threshold**: **Low** for exploitation, but requires **Low Privileges** (PR:L). <br>👤 **Auth**: User must be logged in. <br>🖱️ **UI**: No user interaction needed (UI:N) once the victim views the tab.…

📜 **Public Exp?**: **No specific PoC** provided in the data. <br>🔗 **Reference**: Hidden Layer research article discusses supply chain risks in MLOps.…

🔍 **Self-Check**: <br>1. Log into **ClearML Web UI**. <br>2. Navigate to **Debug Samples** tab. <br>3. Check if any input fields or displayed data reflect unsanitized HTML/JS. <br>4.…

🩹 **Fix**: Check for official **Allegro.AI ClearML** updates. <br>📅 **Published**: Feb 6, 2024. <br>✅ **Action**: Update to the patched version immediately if available. The CVSS vector suggests a critical fix is needed.

🚧 **No Patch?**: <br>1. **Disable** the **Debug Samples** feature if possible. <br>2. Implement **WAF** rules to block XSS payloads. <br>3. Restrict Web UI access to trusted IPs. <br>4.…

🔥 **Urgency**: **HIGH**. <br>📈 **CVSS**: 3.1/AV:N/AC:L/PR:L/UI:N/S:C/C:H/I:H/A:H. <br>⚡ **Priority**: Critical. Remote, low effort, high impact. Fix immediately to prevent supply chain compromise via MLOps tools.