Local-first prompt engineering workbench implementing the Shadow Model Pattern. SiftLocal air-gaps sensitive data from LLM inference via automated PII redaction, metadata-only reasoning loops, and BIP39-encrypted local storage
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Secure, local-first workbench for refining LLM prompts. Features PII sanitization, Shadow Model architecture, and BIP39 encryption. No data leaves your machine.
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