See It Work
Documentation Support Trust Center Pricing Partners
See It Work
SYSTEM: OPERATIONAL OT/IT CONNECTORS: 150+ AUTONOMOUS OPERATION: 15+ DAYS GOVERNED AUTONOMY: ENFORCED AUDIT TRAIL: IMMUTABLE INDUSTRIES: ASSET-INTENSIVE & MISSION-CRITICAL DEPLOYMENT: 3-6 MONTHS VIA APEX CONTROL LOOPS: 3,400+ SYSTEM: OPERATIONAL OT/IT CONNECTORS: 150+ AUTONOMOUS OPERATION: 15+ DAYS GOVERNED AUTONOMY: ENFORCED AUDIT TRAIL: IMMUTABLE INDUSTRIES: ASSET-INTENSIVE & MISSION-CRITICAL DEPLOYMENT: 3-6 MONTHS VIA APEX CONTROL LOOPS: 3,400+

RESOURCES

Resources for building governed agentic operations.

Explore research papers, architecture briefs, practical guides, documentation, implementation assets, training, webinars and assessment tools for industrial teams evaluating or deploying XMPro.
Browse Resource Library Read Research Papers Take Readiness Assessment

FEATURED RESEARCH

The Cognitive Decision Loop.

A technical paper explaining XMPro’s Observe-Reflect-Plan-Act architecture — how industrial AI agents stay governed when LLM reasoning is wrapped inside scored gates, decision traces and bounded actuation.

The Cognitive Decision Loop — paper cover
RESEARCH PAPER van Schalkwyk · Green

The Cognitive Decision Loop: A Governed Architecture for Industrial AI Agents

Reasoning models improve inference; industrial operations need decision architecture. This paper explains why XMPro MAGS places LLM reasoning inside a Cognitive Decision Loop — fact-based observations, scored gates, objective and utility functions, consensus, Decision Traces and bounded actuation — so industrial agent decisions can be reviewed, audited and acted on within configured boundaries.

  • Agentic Operations
  • MAGS
  • Governance
  • Architecture
Download the Paper Explore MAGS

CHOOSE YOUR PATH

What are you here to do?

Learn

Guides, articles, explainers and research papers about agentic operations, industrial AI, MAGS and XMPro.

Validate

Readiness assessments, architecture briefs, research papers, webinars and proof assets to evaluate fit.

Implement

Documentation, blueprints, accelerators, patterns and templates that shorten the path from use case to deployment.

Train

Courses and enablement materials for business, operations, technical and partner teams.
Reference · Technical documentation, integration guides and APIs

BY BUYER LENS

Resources, by who you are.

RESOURCE CLUSTERS

Resources, by where you’re going.

Explore the topics that match the path from operating pressure to production decision paths.

01

Operating Pressure & Strategy

For leaders evaluating why industrial AI needs to move beyond disconnected dashboards, pilots, and generic agent tools.

 02

Decision Architecture

For teams designing the path from signal to context, decision, action, and evidence.

 03

AI Workflow Harness

For teams adding governed model reasoning, content generation, classification, enrichment, structured outputs, and approved tool calls inside visible operational workflows.

 04

OCE & Trusted Context

For teams building semantic context, open governed ontology, OIM, source priority, and lineage.

 05

MAGS & Cognitive Decision Loops

For teams evaluating AI Assistants, AI Advisors, and Cognitive Decision Teams.

 06

Bounded & Bonded Autonomy

For governance, risk, safety, engineering, audit, and insurance stakeholders evaluating authority boundaries.

 07

Path to Production

For teams moving from interest to the first production decision path.

 08

Partner & Implementation Resources

For partners building repeatable industry solutions, decision templates, integration assets, and managed services.

CATEGORIES

Everything in one place.

Research Papers Resource Library Documentation Implementation Assets Courses Webinars & Events Blog Readiness Assessment

START HERE

Define your first production decision path.

Start with one operational decision where trusted context, faster coordination, governed authority, and evidence can create measurable value — or explore the platform architecture that supports it.

Define Your Decision Path Explore the Platform Architecture Download the Cognitive Decision Loop Paper