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AI-503 AI & Data

AI-Native Architecture

Architect systems where AI is a first-class citizen, not a bolt-on: capability layers, provider seams, evaluation gates in the SDLC, cost and safety rails, and evolution strategy as models improve — taught through critique and redesign of real (anonymised) enterprise architectures.

B5Advanced
5modules
33skill atoms
2role journeys
Curriculum

What this course covers.

5 modules, 33 named skill atoms. Expand any module to see them.

1AI-Native Principles7 skill atoms
seamsstatelessnesseval-gated changecapability boundariesidempotent handlersconfig over codereversible deployments
2Reference Layer Model7 skill atoms
experienceorchestrationcapabilitymodel layersdata & retrieval layercross-cutting observabilityallowed dependency direction
3Provider & Model Abstraction6 skill atoms
multi-model routingexit-cost designadapter interfacescapability matrix per providerprompt portabilitydual-provider readiness test
4Safety & Cost Rails6 skill atoms
guardrail placementbudget enforcement pointspre- and post-generation filtersper-tenant quotascircuit breakersfail-closed vs fail-open choice
5Architecture Clinic7 skill atoms
critiqueredesigndefense panelanonymised real diagramsfailure-mode walkthroughtrade-off articulationmigration path
Where it fits

AI-503 in the role journeys.

This course appears in 2 of our 45 role journeys. Here is what a learner takes immediately before and after it in each.

AI Architect

Professional stage
AI-215AI-503AI-504

Enterprise Architect

Capstone stage
CL-321AI-503SEC-506

Roles this course serves

The capability ladder

This course is authored to band B5.

Every course we run is written to one rung of the CASI ladder, so a plan can be assembled to take a team from where they are to where they need to be.

What do B1–B6 mean?The CASI Capability Ladder — click to expand

Every course targets a band on the CASI Capability Ladder — our six-band proficiency scale, anchored to open standards (O*NET, ESCO, NICE, NIST AI RMF, Bloom's). A band tells you how deep a course goes, and what evidence proves it.

What the learner can doTypical evidence
B1
AwareUnderstands concepts and vocabulary; uses tools with guidance
Knowledge checks
B2
FoundationPerforms standard tasks correctly in familiar contexts
Guided labs, autograded exercises
B3
PractitionerDelivers complete pieces of work independently
Scenario labs, proctored hands-on exams
B4
ProfessionalHandles production-grade complexity, trade-offs and failure modes
Break-fix drills, design defenses
B5
AdvancedEngineers systems end-to-end under constraints; leads others
Rubric-scored capstones, vivas
B6
ExpertSets direction; recognised authority across teams
Portfolio + panel evaluation

A note on B6. Courses in this catalog target B1–B5. B6 is not taught — it is recognised, through a portfolio and a panel, once someone is setting direction for others. Every journey here is built to land a learner at B5.

Next step

Run AI-503 for your team.

This course runs at several lengths depending on how deep you need to go and how much of it your people already have. Tell us who is being trained and we will scope it.

Add it to a training plan Talk to our team Check your team’s level free