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bdistill-knowledge-extraction

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Extract structured domain knowledge from AI models in-session or from local open-source models via Ollama. No API key needed.

When to use

• Use when you need structured reference data on any domain (medical, legal, finance, cybersecurity)
• Use when building lookup tables, Q&A datasets, or research corpora
• Use when generating training data for traditional ML models (regression, classification — NOT competing LLMs)
• Use when you want cross-model comparison on domain knowledge

When not to use

• Generated medical, legal, financial or security content needs dated independent authoritative evidence and domain review; quality_score/confidence are not clinical/legal accuracy or calibrated probabilities. Do not put personal records int…
• Installing MCP or downloading models is separate from extraction; use a reviewed environment and respect host/configuration authorization.
• Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
• Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.

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