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AI Evaluation, Testing & Validation
Intermediate to Advanced4-6 hoursEvaluation framework + test matrix + validation workflow

If you cannot evaluate an AI system, you cannot trust it. Learn how to test prompts, retrieval, agents, workflows, and production behaviour before confidence turns into risk.

...review Metrics that matter Evaluating prompts, RAG, and agents Test set design and edge cases Validation as an operating habit What "good enough" actually means The evaluation loop in one diagram Cheat sheet Before...

1 DayHands-on
ValidationCore Discipline
What is Generative AI?
Beginner3-4 hoursClear mental model of Generative AI + reference materials

Generative AI — what it actually is, how it works, what it's good at, and where it goes wrong. No hype. No math. Just clarity.

Quick Navigation Start here — What even is AI? What makes Generative AI different? How does it actually work? How did it learn all this? Why does...

Half DayIntensive
Beginner FriendlyNo math required
AI Adoption, Change & Project Delivery
Intermediate5-6 hoursAI adoption playbook + stakeholder engagement plan + delivery framework

Moving AI from exciting pilot to boring-but-valuable production. The people, the process, and the delivery discipline that turns AI potential into daily practice.

Quick Navigation The adoption problem nobody talks about Why adoption fails — the five blockers Stakeholder engagement — who needs to be involved Change management — the human...

2 DaysIntensive
Adoption PlaybookDeliverable
Technology Leadership vs Technology Governance: Why Confusing the Two Creates Structural Instability
Technology Leadership vs Technology Governance: Why Confusing the Two Creates Structural Instability

A structured executive guide explaining the difference between Technology Leadership and Technology Governance, and why confusing the two creates instability in enterprise execution.

...control-driven governance Key outcome: Clear structural separation between direction-setting and constraint-enforcing mechanisms Time to implement clarity: 30–60 days Business impact: Reduced political...

Architectural Decision Rights Matrix: Governing Enterprise, Solution, and Technical Architecture
Architectural Decision Rights Matrix: Governing Enterprise, Solution, and Technical Architecture

A governance framework introducing the Architectural Decision Rights Matrix (ADR-M) to clarify accountability between Enterprise, Solution, and Technical Architects in Context-Driven Architecture.

...improved structural integrity The Hidden Cause of Architectural Instability Most organizations do not fail because they lack architects. They fail because they lack decision altitude clarity. Enterprise...

Enterprise, Solution, and Technical Architects: Who Does What in a Context-Driven Architecture?
Enterprise, Solution, and Technical Architects: Who Does What in a Context-Driven Architecture?

A structured executive guide explaining the difference between Enterprise, Solution, and Technical Architects using Context-Driven Architecture to clarify responsibilities and reduce structural misalignment.

...Context-Driven Architecture, we established that software must align with business geography. But this raises a critical question: Who decides the climate? Who designs the building? Who selects the materials? That...

Nobody Uses ADRs as an Agentic Decision Log. They Should.
Nobody Uses ADRs as an Agentic Decision Log. They Should.

Why Architectural Decision Records are the only structure most organizations already have that can govern AI agent accountability — and how to extend them into an Agentic Decision Log before the EU AI Act deadline.

...CTOs, Solution Architects, Architecture Governance Teams Problem it solves: Organizations deploying AI agents have no structural record of who authorized the agent to act, what decisions it can make autonomously,...

Organizational Leadership & Distributed Decision Rights Workshop
Engineering Managers, Tech Leads, Directors, C-level Technology LeadersDecision rights matrix, distributed leadership playbook, OKR implementation

Build leadership capabilities for distributed, AI-augmented organizations with clear decision rights and effective team management.

...mind. Purpose The goal of this workshop is concrete: build leadership capabilities for distributed, AI-augmented organizations with clear decision rights and effective team management for the future of...

2 DaysLeadership
Clear OwnershipAccountability
Current State & Target State Architecture
All levels — SA, EA, TS4-5 hoursAs-is / to-be architecture canvas + transition state design + maturity scale + AI readiness assessment

How to document what exists today, define what must exist tomorrow, and design the transition states that get you there — the discipline of architecture that connects present reality to future goals.

...matters Documenting current state Defining target state Transition states Maturity levels Gap analysis AI readiness Keeping it current Putting it all together Cheat sheet Before we start — the one thing...

1 dayIntensive
PracticalCanvas exercise