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Hardened defensive LLM: an open-weights base fine-tuned to resist prompt injection at the weights level, vision preserved, trained against our own attack engine. Release is gated on pre-registered promotion criteria; the method is public on the vitrine.
View ShogunBlackUnicorn Agentic Management System, the enterprise agentic operations platform we run our own fleet on, delivered as a governed, services-led installation inside your boundary.
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