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Responsible AI — Ethics, Risk & Governance
Beginner to Intermediate4-5 hoursAI risk map + personal responsibility checklist + governance starter framework

Using AI responsibly — covering ethics, bias, hallucination risk, data privacy, accountability, and organisational governance. The judgment to use AI fairly, safely, and in a way you can defend.

...failing. Ethics is not a final review before launch. It is a set of questions to ask at every stage — when designing a use case, when building it, when deploying it, and when using it day to day. The questions...

1 DayIntensive
Beginner FriendlyNo legal background required
Responsible AIAI EthicsAI RiskAI GovernanceBiasData PrivacyAI FluencyView Details
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.

...into existing workflows, don't add new ones Irrelevance "This doesn't actually solve my problem" Co-design with end users, not for them Fatigue "Here we go again" Start small, prove value quickly, then...

2 DaysIntensive
Adoption PlaybookDeliverable
AI AdoptionChange ManagementProject DeliveryStakeholder EngagementAI CultureView Details
Multimodal AI
Beginner to Intermediate3-4 hoursMultimodal use case map + modality selection framework

AI is no longer just text in, text out. Learn how modern systems work across language, images, audio, video, and documents — and how to choose the right modality for the job.

...modalities Matching modality to task Multimodal workflows Documents are their own world Where multimodal systems fail Design principles for real work How multimodal changes AI strategy The modality stack in one diagram Cheat...

Half DayIntensive
Beginner FriendlyNo technical background required
Multimodal AIComputer VisionSpeech AIDocument AIAI FluencyView Details
Roadmaps & Transformation Sequencing
Intermediate to Advanced (SA, EA, TS)5-7 hoursRoadmap template + transition state design guide + sequencing logic + dependency overlay

How to build multi-year transformation roadmaps that sequence architectural change realistically — accounting for dependencies, capacity, risk, and the fact that the organisation must continue operating while it transforms.

...architectures — each one coherent, each one operable, each one closer to the goal. Transition states are designed, not discovered. Designing a transition state means answering four questions: Coherent — is...

1.5 DaysIntensive
StrategicSA · EA · TS
ArchitectureRoadmapTransformationSequencingStrategyDeliveryView Details
Human Skills in an AI World
All levels4-5 hoursPersonal skills assessment + development plan + human-AI collaboration playbook

The skills that become more valuable, not less, as AI handles routine work. Critical thinking, creativity, emotional intelligence, ethical judgment, adaptability, and the art of working with AI as a collaborator.

...weekly status report Augmented — AI drafts, I refine Judgment on what to emphasise e.g. Resolving team conflict Human-only Emotional intelligence, empathy Critical thinking — evaluating what AI produces AI...

1 DayIntensive
5 SkillsFramework
Human SkillsCritical ThinkingCreativityEmotional IntelligenceAI CollaborationView Details
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.

...be left behind. Internal stakeholders bring different priorities: security wants control, delivery teams want speed, finance wants clarity, and end users want the tool that feels easiest. In that environment,...

Half DayDecision Focused
Vendor SelectionPractical
AI ProcurementVendor EvaluationTool SelectionPlatform StrategyAI GovernanceView Details
How Architects Think
All levels — SA, EA, TS5-6 hoursSystems thinking toolkit + abstraction ladder + decision heuristics reference card

The cognitive toolkit of architecture — systems thinking, abstraction, balancing business and technical concerns, deciding under uncertainty, and trade-off thinking. Builds the mindset, not just the knowledge.

...single right answer. Try it yourself — The perspective shift Think of a recent technical decision your team made. Now answer it from three perspectives: Perspective Question Your answer Developer "How...

1 DayIntensive
MindsetNot just methods
ArchitectureFoundationsSystems ThinkingDecision MakingView Details
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.

...specific: not "give me ideas for my product" but "give me fifteen names for a B2B SaaS tool that helps HR teams with onboarding, targeting mid-size tech companies, with a tone that's professional but not corporate." Transformation This...

Half DayIntensive
Beginner FriendlyNo math required
Generative AIAI CapabilitiesAI LimitationsHallucinationUse CasesAI FluencyView Details
AI Strategy & Business Transformation
Intermediate to Senior Leaders5-7 hoursAI strategy framework + operating model blueprint + 12-month roadmap

Building an AI strategy that drives real business transformation. Vision, operating models, value frameworks, maturity assessment, and portfolio management. Turn AI potential into measurable outcomes.

...pilot projects end up with pockets of value, duplicated effort, and no compounding advantage. Every team picks its own tools. Pilots never connect to business goals. Governance is ad hoc or absent. Talent...

2 DaysIntensive
Strategy + RoadmapDeliverable
AI StrategyBusiness TransformationOperating ModelAI MaturityValue RealizationView Details
Developer Experience as a Control System
CTOs, Engineering Leads, Platform Engineering Teams, Engineering Managers3-4 hoursA delivery friction map across four sprints, one named constraint pillar, and a traced DX-to-delivery signal

DevEx is not a perk — it is the set of operating conditions that governs how fast and how safely change moves through your delivery system.

...twenty-three minutes of recovery time, and that is not recoverable through motivation — only through system design. Absent: focus is a personal responsibility, context-switching rates are high and unmeasured,...

1 DayIntensive
ConditionsNot satisfaction
Developer ExperienceDelivery PerformanceFeedback LoopsPlatform EngineeringView Details
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