specific method · filed under evaluation
Real-world codebase testing
Tests models against real-world codebases in collaboration with security teams.
- source
- 1
- model
- 1
- lab adopt it
- 1
- strongest
- used
How sources treat it
One count per evidence span, weakest treatment to strongest.
used 1
Documented in
Evidence
1 span quoted from the sources, strongest treatment first.
we have been working with several security teams in China to run our models against real-world codebases.
usedevaluation onlyZ.ai
Filed alongside
Other methods under evaluation :: human & real-world evaluation.
Blind side-by-side expert evaluationMulti-turn open-ended external red-teamingInternal engineering task evaluationA/B testing on real tasksAutomated red-teaming loopContinuous monitoringCyber range exercisesDangerous-capability uplift assessmentExternal expert review of safety evaluation methodologyHeld-out evaluationHuman evaluationPairwise comparison for Chinese writingPre-release safety evaluationReal-world feedback refinementReward hacking mitigation in evaluationsSame-prompt comparative DevOps testingSystematic robustness-boundary characterizationWhite-collar enterprise task evaluation