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Copilot vulnerability could expose emails and 2FA codes

A security researcher found a vulnerability in GitHub Copilot that could expose sensitive user data like emails and 2FA codes. The issue arises from Copilot's ability to predict and fill in code based on context. The researcher demonstrated the vulnerability by creating a public GitHub repository with a specific prompt that caused Copilot to suggest a 2FA code.

Key takeaways
  • Vulnerability in GitHub Copilot could expose user emails and 2FA codes.
  • Exploit relies on Copilot's code prediction feature.
  • Issue demonstrated with a public GitHub repository and specific prompt.

ReproRepo: Scaling Reproducibility Audits with GitHub Repository Issues

Researchers introduce ReproRepo, a framework that uses GitHub issues to scale reproducibility audits for LLM agents. ReproRepo leverages human-raised issues as supervision signals for realistic reproduction blocks. This approach aims to improve the efficiency of evaluating LLM agents' ability to assist with reproducibility. You can apply this framework to assess LLM agents' performance in reproducing research results.

Key takeaways
  • ReproRepo uses GitHub issues for scalable reproducibility evaluation.
  • Framework leverages human-raised issues as supervision signals.
  • Approach aims to improve efficiency of LLM agent evaluation.
toolsJun 9

Migrating Your GitHub CI to Hugging Face Jobs

GitHub CI can be migrated to Hugging Face Jobs, providing a seamless integration with Hugging Face's infrastructure. This allows for efficient management of machine learning workflows. You can leverage Hugging Face's scalable compute resources and integrate with existing GitHub repositories. The migration process is straightforward, enabling you to focus on model development.

Key takeaways
  • Hugging Face Jobs integrates with GitHub CI.
  • Migration enables scalable compute resources.
  • GitHub repositories can be easily integrated.