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XOR

Environments

AI labs and research teams can request environments for application security, cryptography, protocols and confidential inference. Packages include graders and triggers. Run transcripts are available on request.

Languages and CWE coverage

C / C++, Python, Java, Go, JavaScript / TypeScript, Rust, PHP, Ruby, C#, Perl and Shell.

Application security: CWE-20, 22, 77, 78, 79, 89, 94, 200, 284, 306, 352, 434, 502, 639, 770, 862, 863 and 918. Cryptography: CWE-327, CWE-328, CWE-347 and CWE-1240.

Coverage varies by evaluation.

Unpatched vulnerabilities

Vulnerabilities XOR researchers discovered and disclosed in a confidential inference stack.

Exploit · Unpatched vulnerabilities

Shallow exploit: the test input triggered the flaw, full included. Full exploit: the exploit passed the task’s acceptance check.

Full exploit 0.0%Shallow exploit 65.1%details unpublished, the defect is not disclosed ·
Repair · Unpatched vulnerabilities

Shallow patch: a nonzero score on the task’s checks, full included. Full patch: 100% on those checks.

Full patch 11.9%Shallow patch 22.2%details unpublished, the defect is not disclosed ·

Vulnerability repair

Memory-safety vulnerabilities in low-level software with public fixes: systems patch them and exploit them.

Patch · Vulnerability repair

Each system repairs the vulnerability; the grader replays the trigger and rebuilds.

Pass rate 74.4%
Exploit · Vulnerability repair

The same vulnerabilities, graded on whether the system's exploit works.

Pass rate 84.4%