PyData Chicago January 2023 Meetup | Securday: Natural Language Network Scanner

Discover SecuDay, a natural language network scanner using transformation architectures and zero-shot agents, learn how it classifies programs and detects security flaws, and explore its limitations and potential uses.

Key takeaways
  • SecuDay is a natural language network scanner that uses transformation architectures for natural language processing.
  • It uses zero-shot agents and can host on a phone or cloud, and quantization can reduce the need for memory.
  • SecuDay has a simple method and description format, and can learn from a few examples.
  • The system is zero-shot, meaning it doesn’t memorize the system, and it can be used to classify programs and detect security flaws.
  • The architecture is decentralized and uses a push query to langchain and then openai.
  • The tool can be used to classify pictures and detect security flaws.
  • The system is limited by the context window of the API, and it’s difficult to set up.
  • The system can be used for classification, detection, and prediction.
  • SecuDay uses attention mechanisms and can reason about the input and output.
  • The system can be used to detect malware and classify programs.
  • The tool can be used with other tools like Wolfram Alpha and Bash.
  • The system is not scalable due to the limitations of the API.
  • The tool can be used for classification, detection, and prediction.
  • The system is not secured and can be hacked.
  • The system is limited by the context window of the API, and it’s difficult to set up.
  • The system can be used to detect security flaws and classify programs.