Here is a ๐ ๐๐น๐๐ถ-๐๐ด๐ฒ๐ป๐ System Design for an ๐๐ ๐๐ฝ๐ฝ๐น๐ถ๐ฐ๐ฎ๐๐ถ๐ผ๐ป ๐ฅ๐ฒ๐ฑ ๐ง๐ฒ๐ฎ๐บ๐ถ๐ป๐ด platform!
Security of AI Systems remains one of the hard problems to be solved in the AI industry.
The process of ensuring that your AI application can not be hacked is significantly different compared to regular software.
I had a chance to sit down with experts in the field - splxAI - and chat about their platform implementation in detail.
Check it out for free here:
swrlai.com/4lTJnEa
โ
It is a Multi-Agent system worth studying for any ๐๐ ๐๐ป๐ด๐ถ๐ป๐ฒ๐ฒ๐ฟ.
Here are the moving pieces:
๐ญ. At the core we have the ๐๐๐๐ฎ๐ฐ๐ธ ๐๐ด๐ฒ๐ป๐ that is supported and guided with context by other data sources and Agents.
โน๏ธ The resoning capabilities of this Agent are powered by a โJailbroken LLMโ which is capable of generating attacks without any ethical limitations.
๐ฎ. ๐๐ด๐ฒ๐ป๐๐ถ๐ฐ ๐ฅ๐ฎ๐ฑ๐ฎ๐ฟ is an agentic application that probes your target AI application code and discovers details to help guide the Attack Agent in the right direction.
๐ฏ. Additional data provided by the user that is testing their application - Domain Details, RAG Examples etc.
๐ฐ. ๐ฅ๐ฒ๐ฑ ๐ง๐ฒ๐ฎ๐บ that curates the database of ๐๐ผ๐๐ป๐ฑ๐ฎ๐๐ถ๐ผ๐ป๐ฎ๐น ๐๐๐๐ฎ๐ฐ๐ธ๐ and keeps it up to date with the latest attack patterns that have proven successful for different types of Agentic Applications.
๐ฑ. ๐๐ผ๐บ๐ฝ๐น๐ถ๐ฎ๐ป๐ฐ๐ฒ ๐๐ด๐ฒ๐ป๐ that continuously checks that the latest compliance standards are properly mapped to foundational attacks workflows.
๐ฒ. Once attack attempts are completed, the Attack Agent stores the conversation logs for further analysis.
๐ณ. ๐๐ฒ๐๐ฒ๐ฐ๐๐ผ๐ฟ ๐๐ด๐ฒ๐ป๐ works in conjunction with Attack Agent to understand if target of attack is achieved shapes feedback on attack results as a readable information for red teamers
๐ด. A ๐ฅ๐ฒ๐บ๐ฒ๐ฑ๐ถ๐ฎ๐๐ถ๐ผ๐ป ๐๐ด๐ฒ๐ป๐ that analyses attack results, groups them and simplifies remediation steps that are then suggested to the user.
Thank you
@SplxAI for collaborating on this post and helping to educate the community!
What is your experience with Red Teaming your AI Systems? Let me know in the comments ๐
#LLM #AI #MachineLearning