1. Pure Tensor Math: quantbench-engine performs purely arithmetic bit-packing and matrix operations. It requires zero network connectivity.
2. Safe Serialization: Saved quantized checkpoints strictly serialize standard integer and float tensor dictionaries (state_dict). Untrusted pickle formats should never be loaded.

If you discover a security vulnerability or numerical flaw that impacts host security:

• Please DO NOT file a public issue.
• Report the issue privately through GitHub's Private Vulnerability Reporting or email maintainer Prajwal Pujari at prajwalpujari16@gmail.com.

Please include:

1. Clear description of the vulnerability.
2. Minimal reproduction script.
3. Potential security impact.

You will receive an acknowledgment within 48 hours, followed by updates on the fix and coordinated disclosure.