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AI Operating Model & Team Design
Intermediate4-5 hoursAI operating model blueprint + team role map + governance forum design

AI success is not just about tools. It depends on how teams are organised, who owns what, how standards are set, and how delivery, governance, and platform capabilities work together.

Quick Navigation Before we start — the organisational mistake behind many AI failures Why organisation design matters The major operating model patterns Platform, product, and...

1 DayStrategy
Operating ModelDesign
Data and AI
Intermediate4-6 hoursData readiness assessment + governance framework + pipeline blueprint

The data foundations that make AI work. Data quality, governance, architecture, pipelines, and the GenAI shift from training to retrieval. Most AI failures are data failures — learn the patterns and prevent them.

Quick Navigation The data problem AI exposes Data quality — the six dimensions Data governance — who owns and protects it Data architecture...

1.5 DaysIntensive
Data ReadinessAssessment
AI Knowledge Systems — RAG, Search, Memory & Internal Knowledge
Intermediate4-5 hoursKnowledge system map + RAG decision framework + memory design checklist

Many useful AI systems are not smarter because the model is smarter. They are smarter because the system can retrieve, search, remember, and ground itself in the right knowledge at the right time.

...memory, and grounding When to use RAG Internal knowledge design Chunking, freshness, and authority Failure patterns in knowledge systems Design principles that actually help When not to build a knowledge...

1 DaySystems Thinking
Knowledge DesignPractical
Technology Leadership & Organizational Excellence
Intermediate to AdvancedLeadership roadmap and team enablement plan

Learn to lead high-performance engineering organizations with clear decision rights, distributed leadership, and AI-augmented team management for the future of work.

...Leadership Second. Then Implementation. 📖 Quick Navigation What is Technology Leadership in the AI Era? TL;DR - 30 Second Summary Full Table of Contents Start Learning What is Technology Leadership? Technology...

2 DaysWorkshop
FoundationFor all leadership roles
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,...

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...

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...

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.

Quick Navigation Start here — Why current state matters Documenting current state Defining target state Transition states Maturity levels Gap analysis AI readiness Keeping...

1 dayIntensive
PracticalCanvas exercise
Effective Prompt Engineering
Beginner to Advanced6-8 hoursFull prompt design framework + personal prompt library

Every major prompt engineering technique — from basic clarity to advanced agentic reasoning. Not a list of tips. A mental model you can apply to any task, any tool, any context.

...persona Context — feed it what it needs Examples — show, don't just tell Format — shape the output Constraints — tell it what not to do System prompts — set the stage Iteration — prompting is a loop Reasoning...

2 DaysIntensive
19 TechniquesComplete Coverage
How LLMs Work
Beginner to Intermediate4-6 hoursWorking mental model + reference materials

What actually happens inside a Large Language Model — from the moment you type a prompt to the moment it responds. No math. No fluff. Just a clear picture you can hold in your head.

...chooses a word Step 7 — The Loop: how it builds a full response Extension — RAG: how it looks things up Training: how it learned all this Hallucination: why it sometimes lies confidently The whole picture Cheat...

2 DaysIntensive
Beginner FriendlyNo math required