01
Understand
Context from data, systems and operations.
Intelligence Engineering
Intelligence,
Engineered.
Infrastructure. Platform. Applications. Data. AI.
System / ready
INFRASTRUCTURE
INFRASTRUCTURE
Cloud, compute and distributed foundations.
Cloud & Hybrid Architecture
Infrastructure as Code (IaC)
Network & Edge Security
Scalable Storage & Compute
Cloud Cost Optimization (FinOps)
Disaster Recovery & BCP
CloudOps & Enterprise Operations
PLATFORM
PLATFORM
Repeatable delivery, operations and runtime control.
Container Orchestration
Automated CI/CD Pipelines
Internal Developer Platforms (IDP)
Enterprise Observability
DevSecOps & Compliance
Service Mesh & Traffic Management
Chaos Engineering & Resilience
APPLICATION
Modern software delivery, integration and resilient experiences.
Modern API & Microservices
Cloud-Native Applications
Identity & Access Management (IAM)
Application Performance (APM)
Resilience & Fault Tolerance
Global Content Delivery
System Integration & Middleware
DOCSEVENTSDB
DATA
LAKEHOUSE
DATA
Data and knowledge foundations for contextual intelligence.
Modern Data Platforms
Data Engineering & Streaming
Analytics & Business Intelligence
Data Governance & Security
Vector Data Infrastructure
Graph Architecture & Knowledge Bases
Data Quality & Management
AI/ML
DECISION
ACTION
FEEDBACK
AI/ML
Models, agents and reasoning systems within defined boundaries.
Core Intelligence & Cognitive Modeling
Agentic Orchestration & System Design
Enterprise Protocols & Connectivity
Trustworthy AI
The 5R Framework.
An engineering framework for AI and intelligent systems.
It defines the properties required for AI to be used with confidence.
It defines the properties required for AI to be used with confidence.
Five properties.
One standard.
Responsible. Reliable. Resilient. Resourceful. Reasoned.
Click the centre to explore how each R operates, what it contains and where it applies.
5R
Framework
Framework
For AI systems and intelligent systems.
Not a replacement for engineering standards across the stack.
Not a replacement for engineering standards across the stack.
Responsible · governance · privacy · security · accountability
In operation
Understand.
Decide. Act.
02
Decide
Intelligence placed where decisions happen.
03
Act
Systems that execute within defined boundaries.
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Start with
the system.
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