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AI Policy, Security & Organisational Controls

Beginner to Intermediate4-5 hoursAI policy checklist + security controls map + incident response starter template

Building and enforcing AI policy — the practical mechanisms that turn ethical principles into enforceable organisational rules. Data security, access controls, audit trails, and incident response.

...filter and sanitise content before it enters the AI's context. Output filtering to monitor for anomalous patterns. Privilege separation to prevent the AI from having access to sensitive actions unless explicitly...

1 DayIntensive

Beginner FriendlyNo legal background required

AI Policy AI Security Organisational Controls AI Governance Data Security Compliance AI Fluency View Details

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.

...know? Attention. The token "it" scans the sentence, scores "animal" higher than "road" based on the patterns learned during training, and resolves the ambiguity correctly. This is what separates modern...

2 DaysIntensive

Beginner FriendlyNo math required

LLMs Machine Learning Transformers Generative AI View 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.

...answers the question as asked — it doesn't challenge the premise. It has no lived experience. It follows patterns learned from data — it doesn't break rules intentionally. The best AI outcomes come from creative...

1 DayIntensive

5 SkillsFramework

Human Skills Critical Thinking Creativity Emotional Intelligence AI Collaboration View 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.

...defects Audio Speech recognition and analysis Meetings, interviews, call centres Video Temporal patterns and scene understanding Training footage, surveillance, demos Document Structured extraction...

Half DayIntensive

Beginner FriendlyNo technical background required

Multimodal AI Computer Vision Speech AI Document AI AI Fluency View Details

Execution Stability & Structured Refactoring

CTOs, Engineering Directors, Principal Engineers, Engineering Managers3-4 hoursA classified structural risk map — your top friction modules sorted into dicing, slicing and peeling with a governance rule attached

Delivery slows because structural entropy accumulates unmeasured. Classify refactoring into dicing, slicing and peeling to restore predictability.

...duplication; improving unit test coverage. When to use it: high cognitive load modules; repeated bug patterns; areas that make onboarding difficult; localised code smells. Business impact: faster debugging,...

1 DayIntensive

LayersNot cleanup

Execution Stability Refactoring Delivery Predictability Structural Risk View Details

Fitness Functions Instead of Review Boards

Enterprise Architects, CTOs, Review Board Members, Engineering Leaders3-4 hoursA three-tier fitness function plan — your first three invariants automated, and the board agenda they retire

Batch review cannot govern continuous change. How to encode architectural invariants as automated checks — and what still belongs to the board.

...introduced the term; ThoughtWorks built them into delivery pipeline guidance; case studies and cloud-vendor patterns followed. Every treatment gives the same playbook: define an architectural property, encode...

1 DayIntensive

ContinuousNot batched

Governance Fitness Functions Architecture Review Continuous Delivery View Details

Paying Down Debt Through Feature Work

CTOs, Engineering Leaders, Enterprise Architects, Product Leaders3-4 hoursA feature-driven debt reduction policy — the rule, the visibility mechanism, and the two questions review asks about every feature

Debt accumulates faster than refactoring projects can remove it. Fund architecture improvement through the product roadmap instead of competing with it.

...being modified, simplify complexity in that component, remove obsolete code paths, introduce better patterns. The constraint matters as much as the instruction. Do not attempt to fix the entire system....

1 DayIntensive

ContinuousNot a project

Technical Debt Architecture Evolution Product Delivery Governance View Details

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.

...is it actually done? Step 1: Catalog decision types Examples: Architectural decisions (tech stack, patterns) Product prioritization (what to build) Hiring decisions (who to hire) Budget allocation (how...

2 DaysWorkshop

FoundationFor all leadership roles

Leadership Organizational Design Decision Rights AI Augmented Teams View Details

Application & Technology Landscape

All levels — SA, EA, TS4-5 hoursApplication landscape register + technology heat map + dependency matrix

How to build, read, and use the full picture of what an organisation runs — every application, platform, integration, and technology — and how they depend on each other.

...and opportunity Once you have the landscape, you need to read it. The raw register is just data. The patterns in the data tell you where the organisation is healthy, where it's at risk, and where the opportunities...

1 dayIntensive

PracticalLandscape exercise

Architecture Enterprise Context Application Landscape Technology Landscape Rationalisation Dependencies View Details

Architecture Governance

Intermediate to Advanced (SA, EA, TS)5-6 hoursGovernance model canvas + architecture principles register + escalation path template

How to design, implement, and measure architecture governance — the mechanisms that ensure decisions are made consistently, applied correctly, and aligned with strategy.

...cross-cutting standards, technology choices, guardrails, security. Domain architects govern domain-specific patterns, API designs, data models. Teams govern implementation details, internal structure, coding standards. Centralise...

1 DayIntensive

PracticalSA · EA · TS

Architecture Governance Principles Decision Making Control View Details

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