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Home / Categories / Work & Ops / M2Q2 by Nino

~ Nino Marcantonio

Work & Ops

M2Q2 by Nino

M2Q2 reduces unnecessary LLM context in document-heavy workflows while preserving the information needed to complete the task. Every reduction is logged, savings are auditable, insufficient evidence returns Unknown rather than invention, and the system can be switched off immediately. For demonstration and non-sensitive workloads; managed Defense/Fed/IC deploy is a separate path.

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