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The risk with giving your LLMs too much data access

While more data can expose LLMs to a wider range of information and improve their performance, unfiltered data access can also expose you to inaccurate outputs and security breaches.

Some things to consider include:

  • Restricting the LLM’s access to only the data it needs
  • Securing the storage buckets where the data is stored
  • Monitoring the LLM’s activity to make sure it is not accessing unauthorized data

It may also involve a larger conversation about whether you need to separate the data the LLM agent needs from the other data, or to modify your overall architecture with greater security controls.

This is an excerpt from episode 117 of Cloud Masters, where we discuss the top security risks to be aware of when implementing LLMs in your product, and how to prevent them from occurring in the first place.

📺 Check out the full episode: Episode 117

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6 Responses

  1. Very useful guide.
    The link to calculate the optimal amount of slots doesn’t work (“BQ SE max configuration.sql”), can you fix it please?

  2. ec2 instance connect appears to be locked down to SSH and RDP protocols (ports 22 and 3389 only), meaning you can’t use it for databases in the way this post suggests. You still need to ssh to some instance then connect to the DB from there – the advantage is you don’t need to expose that ec2 instance publicly.

    If you go through the above guide, you’ll just get the following error:

    awscli.customizations.ec2instanceconnect.websocket – ERROR – {“ErrorCode”:”InvalidParameter”,”Message”:”The specified RemotePort is not valid. Specify either 22 or 3389 as the RemotePort and retry your request.”}

    did you actually try the above out successfully?

    also discussed here: https://repost.aws/questions/QU_h42-ck0R-alITadXrrXSQ/rds-configuration

  3. ec2 instance connect appears to be locked down to SSH and RDP protocols (ports 22 and 3389 only), meaning you can’t use it for databases in the way this post suggests. You still need to ssh to some instance then connect to the DB from there. If you go through the above guide, you’ll just get the following error: awscli.customizations.ec2instanceconnect.websocket – ERROR – {“ErrorCode”:”InvalidParameter”,”Message”:”The specified RemotePort is not valid. Specify either 22 or 3389 as the RemotePort and retry your request.”} did you actually try the above out successfully? also discussed here: https://repost.aws/questions/QU_h42-ck0R-alITadXrrXSQ/rds-configuration

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