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AI Capabilities, Limitations & Use Cases
Beginner to Intermediate3-4 hoursTask-to-AI fit judgment + reference materials

What AI is genuinely good at, where it will let you down, and how to match the right task to the right tool. The judgment you need before you touch a prompt.

Quick Navigation The honest starting point What AI does well — the 7 strengths Where AI fails — the 5 limitations Hallucination — the one that causes...

Half DayIntensive
Beginner FriendlyNo math required
How to Think With AI
Beginner to Advanced5-7 hoursPersonal AI Fluency framework + working habits

AI Fluency — the four competencies that separate people who use AI from people who think with it. Delegation, Description, Discernment, Diligence. Master these and everything else follows.

Quick Navigation The shift this guide is really about Three ways to work with AI — not one The 4D Framework — an overview Delegation — what work goes to AI? Description — how do you...

2 DaysIntensive
4 CompetenciesComplete Framework
AI Procurement, Vendor Evaluation & Tool Selection
Beginner to Intermediate3-4 hoursVendor evaluation scorecard + tool selection checklist + risk review template

Choosing AI tools is not a beauty contest. Learn how to evaluate vendors, compare capabilities, assess risk, avoid lock-in, and buy systems that your organisation can actually govern and adopt.

Quick Navigation Before we start — why buying AI is unusually noisy Why tool selection goes wrong What to evaluate beyond the demo The major decision...

Half DayDecision Focused
Vendor SelectionPractical
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
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.

...First. 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?...

2 DaysWorkshop
Coming Soon
Emerging Technology Scanning
All levels — SA, EA, TS3-4 hoursTechnology radar template + horizon scanning process + hype vs signal evaluation criteria

How to monitor what is coming, filter signal from noise, and make deliberate decisions about when and how to adopt new technologies — before being forced to react.

...EOL Crisis migration — unplanned cost Already planned — smooth transition New paradigm emerges (e.g., AI agents) Confusion — "what do we do?" Already trialled — know what works Regulation changes Compliance...

Half-dayIntensive
PracticalSA · EA · TS
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 to...

1 dayIntensive
PracticalCanvas exercise