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Is your feature request related to a problem? Please describe.
Add support for Private AI to safeguard Personally Identifiable Information and address one of the big safety concern for using LLMs.
Describe the solution you'd like
To start with it'd be nice to have a Private AI PII detection action, something like detect_pii which can be used in input, output or retrival retrieval.
Example usage
rails:
input:
flows:
- detect pii on inputoutput:
flows:
- detect pii on outputretrieval:
flows:
- detect pii on retrieval
The implementation can be similar to what we already have for sensitive_data_detection action.
The implementation can be later extended to include:
PII masking
Synthetic entity generation
Describe alternatives you've considered
We currently have an action sensitive_data_detection that uses Microsoft Presidio.
By introducing Private AI, we will expand support for more entities, improve detection accuracy, and provide additional features, including support for multiple file formats.
The support can also be extended to features like masking, synthetic entity genertion, and different file types.
Did you check the docs?
Is your feature request related to a problem? Please describe.
Add support for Private AI to safeguard Personally Identifiable Information and address one of the big safety concern for using LLMs.
Describe the solution you'd like
To start with it'd be nice to have a Private AI PII detection action, something like
detect_pii
which can be used in input, output or retrival retrieval.Example usage
The implementation can be similar to what we already have for
sensitive_data_detection
action.The implementation can be later extended to include:
Describe alternatives you've considered
We currently have an action
sensitive_data_detection
that uses Microsoft Presidio.By introducing Private AI, we will expand support for more entities, improve detection accuracy, and provide additional features, including support for multiple file formats.
The support can also be extended to features like masking, synthetic entity genertion, and different file types.
Additional context
Additional resources
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