Whole-system AI design

Intelligence Architecture for accountable institutional AI.

Intelligence Architecture is the deliberate design of how people, knowledge, models, agents, tools, infrastructure and governance work together as one accountable system.

The public definition

Design the complete intelligence environment—not just the model.

AI systems become institutional systems when they touch people, information, permissions, workflows, decisions and infrastructure. Intelligence Architecture makes those relationships explicit so human authority, evidence and responsibility remain visible.

Search-language clarity: enterprise AI architecture. Atkinson language: Intelligence Architecture.

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Public-safe by design

This page describes the role and components of Intelligence Architecture. It does not disclose proprietary Marbles mechanics, internal schemas, orchestration topology, deployment runbooks or implementation recipes.

Eight connected elements

An accountable AI system is larger than its model.

People

Users, leaders, operators, reviewers and the people affected by AI-assisted decisions.

Knowledge

Trusted sources, context, evidence, institutional memory and rules for what is authoritative.

Models

Model choice, evaluation, adaptation, versioning and boundaries appropriate to the use case.

Agents

Bounded action, approvals, escalation and the operational permissions AI may exercise.

Interfaces & Tools

Copilots, applications and interaction patterns through which people work with AI.

Governance

Policy, privacy, security, IP, auditability, accessibility, risk and continued oversight.

Infrastructure

Cloud, hybrid, private and accelerated compute selected according to workload and control needs.

Human Authority

Clear decision rights, accountability and the ability to understand, challenge and override AI-assisted outputs.

Design the system around the responsibility.

Bring us the people, information, workflows, risks and infrastructure question. We can help map a responsible architecture without exposing or locking you into proprietary implementation detail.

Start with a Solution Workshop