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AI in the Workplace
Beginner to Intermediate3-4 hoursPersonal AI workflow map + role-specific use case library

Applying AI in real work contexts — across roles, tasks, and teams. Move from knowing what AI is to using it every day, without hype, without fear, and without wasting time on the wrong things.

...and developers have access to one of the most mature AI applications: code generation. Boilerplate, documentation, debugging with a clear error message, translating between languages — these work well....

Half DayIntensive
Beginner FriendlyNo math required
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.

...practical framework for internal governance decisions: which AI uses require formal review, which require documentation, which require expert sign-off. The most useful single question across all four dimensions:...

1 DayIntensive
Beginner FriendlyNo legal background required
Quality Attributes / -ilities
SA, EA — Intermediate5-6 hoursQuality attribute reference card + -ility prioritisation matrix

The non-functional characteristics that determine whether a system is truly fit for purpose — scalability, reliability, availability, performance, security, maintainability, and more.

...audit logging, zero trust Maintainability Modularity, loose coupling, high cohesion, clear APIs, documentation, testing Interoperability Standard protocols, API contracts, data format standards, adapters,...

1 DayIntensive
SA · EARoles
Future of AI
Intermediate to Senior Leaders3-4 hoursAI horizon scan + strategic implications analysis + preparation roadmap

What's coming in AI — multimodal models, on-device AI, open-source momentum, protocols, regulation, and the shift to AI-native organisations. See around the corner without falling for hype.

...Unacceptable risk Banned Cannot be deployed High risk Allowed with strict obligations Conformity assessment, documentation, monitoring Limited risk Transparency required Disclose AI involvement Minimal risk...

Half DayIntensive
Horizon ScanDeliverable
Decision Rights & Delegation
Engineering Managers, Tech Leads, Directors, CTO, VP Engineering3-4 hoursDecision rights map by altitude and domain, with every gap, overlap and delay node named

Decisions made at the wrong altitude are the commonest source of both bottleneck and drift — which makes delegation a design problem, not a trust problem.

...decisions were made before the meeting started. The meeting is no longer a decision point. It is a documentation ritual. Pre-authorisation and the three delay nodes Decision Velocity Architecture (DVA)...

1 DayIntensive
AltitudeWho decides what
Platform as a Product
CTOs, Heads of Platform Engineering, VP Engineering, Enterprise Architects, Platform Product Managers3-4 hoursA three-gate platform governance plan — validated backlog, a written scope boundary, and adoption targets per capability

An internal platform with no product owner builds what nobody asked for and skips what everybody needs — adoption, not completeness, is the only measure that counts.

...redesigned or removed. Low-adoption features are not allowed to persist — they consume maintenance cost, documentation effort, compatibility constraints and governance attention whether or not anyone uses them. The...

1 DayIntensive
AdoptionNot feature count
Data & AI Direction
Intermediate to Advanced (SA, EA, TS)5-6 hoursData and AI direction framework + AI readiness assessment + governance overlay

How data strategy and AI direction connect to architecture — covering data quality, governance, data architecture for AI, AI enablement, responsible AI, data products, data mesh, and building a data and AI roadmap.

...and access endpoint. Trustworthy — quality metrics published; SLA defined. Self-describing — schema, documentation, and usage examples. Interoperable — follows standards for format and access. Secure —...

1.5 DaysIntensive
CurrentSA · EA · TS
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.

...Success → Adopt (full governance) → Declining → Hold (migration governance). At each transition: increase documentation requirements, increase review frequency, increase compliance scope, decrease freedom to...

Half-dayIntensive
PracticalSA · EA · TS
Requirements, Constraints, Trade-offs & Compromise
All levels — SA, EA, TS5-6 hoursTrade-off framework + constraint register template + requirements classification guide

The art of making the best possible architectural decision given what is required, what is constrained, and what must be sacrificed.

...choice, and consequences — so that future teams understand not just what was decided, but why. What documentation provides: Context — what was the situation when this was decided? Options — what alternatives...

1 DayIntensive
PracticeReal decisions
Why Architecture Exists
All levels — SA, EA, TS3-4 hoursArchitecture purpose framework — complexity · alignment · risk · change · shared understanding

Why architecture exists — managing complexity, aligning technology with business, reducing risk, enabling change, and creating shared understanding across teams.

...architectural model, they build systems that reflect their silos — not the business. Architecture documentation isn't bureaucracy. It's coordination infrastructure. Architecture is the shared mental...

Half-dayIntensive
PurposeWhy it matters