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Research Inquiries
For research collaboration, vulnerability reports, or questions about our work:
Contribute
Add Scenarios
Contribute adversarial scenarios to our datasets. Follow the JSONL format, include required schema fields, and run validation before submitting. See the dataset documentation for format details.
Report Findings
If you've discovered failure patterns in embodied AI systems, we want to hear about it. See our responsible disclosure policy for reporting guidelines.
Use the Framework
Evaluate your own systems using our benchmark packs and scoring tools. Share anonymized results to help build a broader picture of embodied AI safety.
Cite the Work
If you use our datasets, taxonomies, or tools in your research, please cite the Failure-First project. We value academic engagement and will cite back when applicable.