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- title: README
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- Edit this `README.md` markdown file to author your organization card.
 
 
 
 
 
 
 
 
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+ # DomainShield
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+ **Privacy-first AI for LLM pipelines**
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+ DomainShield is a research initiative focused on detecting and protecting sensitive data in large language model pipelines.
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+ ## What we do
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+ - PII detection and anonymization
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+ - Domain-specific entity protection
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+ - Privacy-preserving AI architectures
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+ - Multilingual data security
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+ ## Approach
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+ We explore prompting, fine-tuning, and modular pipeline designs to enable safe use of third-party LLMs without exposing sensitive information.
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+ ## Status
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+ Active research project. Demo and models coming soon.