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.

Start Here

• The ANSELM Manifesto

  Our core beliefs and guiding principles

• ANSELM Playbook

  Hands-on guide with templates, examples, and workflows

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

• Not a Committee, a Conversation

  Why iterative refinement beats agent fragmentation

Field Reports

Measured, auditable evidence from the field — independent projects whose results support the principles underlying ANSELM. Not applications of the method; proof that the cognitive mechanisms work on production-grade systems.

• From 2,000 Person-Days to 72

  A field report on AI-augmented software engineering, role collapse, and the changing economics of building production-grade systems