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Towards Encrypted Large Language Models with FHE

Read the full articleTowards Encrypted Large Language Models with FHE on Hugging Face

What Happened

Towards Encrypted Large Language Models with FHE

Our Take

honestly? FHE for LLMs right now is pure academic fluff. it’s mathematically elegant, sure, but the overhead is brutal. we're talking massive computational cost just to load a single inference. it's not something we're shipping today. it's a long-term goal for highly sensitive, centralized enterprise tasks, not a quick hack for a side project.

What To Do

ignore FHE for general LLM deployment unless you're building a specific zero-trust, heavily regulated environment.

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