Knowledge-First, AI-Partnered

ANSELM is a knowledge-first, AI-partnered methodology for conceiving, reasoning about, and evolving complex systems.

We treat the system's knowledge ecosystem—expressed primarily in natural language and structured data—as the primary model, using AI as a co-pilot for synthesis, analysis, and coherence maintenance.

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• The ANSELM Manifesto

  Our core beliefs and guiding principles

Articles

• MBSE Tools Are Stuck in the Pre‑AI Era

  Why we need a knowledge‑first approach

• Knowledge‑First Workflow

  Building systems with AI as your co‑pilot

• The Enterprise Knowledge Ecosystem

  Scaling AI‑native systems engineering