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AI Implementation & Technical Architecture

Intermediate to Advanced5-7 hoursAI architecture blueprint + MLOps framework + deployment playbook

Turning AI prototypes into reliable, scalable production systems. MLOps, model serving, RAG architecture, monitoring, and the engineering discipline that most AI projects are missing.

Quick Navigation The implementation gap MLOps — the operational backbone Model serving — making models accessible RAG architecture — grounding...

2 DaysIntensive

ArchitectureBlueprint

AI Architecture MLOps Model Deployment AI Infrastructure Production AI View Details

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.

...Documenting trade-offs in ADRs means future teams understand what was sacrificed and why. Trade-off analysis is what separates architecture from technology selection. Trade-offs aren't failures of design....

1 DayIntensive

PracticeReal decisions

Architecture Foundations Requirements Trade Offs Decision Making View 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.

...arrive. Task What to watch for Research on a topic Verify all facts and citations independently Analysis of customer feedback Check themes against the original data Draft legal or policy documents...

Half DayIntensive

Beginner FriendlyNo math required

Generative AI AI Capabilities AI Limitations Hallucination Use Cases AI Fluency View Details

Architecture Communication & Storytelling

Intermediate to Advanced (SA, EA, TS)5-6 hoursArchitecture communication playbook + executive presentation template + workshop facilitation guide

How to communicate architecture decisions so they are understood, adopted, and acted on — covering audience adaptation, executive communication, architecture papers, diagrams, workshop facilitation, and influence without authority.

...How to improve Credibility Relationships Evidence Pre-alignment Any pillar below 3 is a gap. Fix the lowest one first. Putting it all together Here's the complete picture in one diagram....

1 DayIntensive

CriticalSA · EA · TS

Architecture Communication Storytelling Influence Stakeholders View Details

Common Architecture Patterns

Intermediate (SA, EA)5-7 hoursPattern selection guide + pattern comparison matrix + anti-pattern catalogue

Proven, reusable solutions to recurring structural problems — each with known trade-offs that make it suited to some contexts and unsuitable for others.

...microservices because it was trending and spent eighteen months fighting distributed systems complexity. The gap at the start is usually not about understanding the patterns — it's about matching pattern trade-offs...

1.5 DaysIntensive

PracticalSA · EA

Architecture Solution Design Patterns Microservices Event Driven View Details

Future Operating Model

Advanced (EA, TS)5-6 hoursFuture operating model scenarios + AI-native organisation design principles + transition pathway + Communication Structure Heatmap

How organisations will need to restructure their technology capabilities, teams, and governance as AI, automation, and platform thinking reshape what it means to run a technology function.

...communication, governance, and ethics — the skills AI can't replace. Try it yourself — The skills gap Rate your team's current skills: Skill Current level (1-5) Target level Gap action AI literacy...

1 DayIntensive

StrategicEA · TS

Architecture Operating Model AI Future of Work Strategy Platform View 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.

...run this session with architects who produced technically excellent designs that teams ignored. The gap at the start is usually not about technical depth — it's about thinking in the wrong frame. They're...

1 DayIntensive

MindsetNot just methods

Architecture Foundations Systems Thinking Decision Making View Details

Technology, Infrastructure, Cloud & Security Design

Intermediate to Advanced (SA, EA)6-8 hoursInfrastructure decision framework + cloud pattern reference + security controls map

Where abstract architecture meets physical reality — choosing the platforms, compute, networking, and security controls that make the solution work at scale.

...on. Try it yourself — The infrastructure check For your current solution: Pillar Current state Gap Compute Storage Networking Environments If environments aren't isolated or automated,...

2 DaysIntensive

PracticalSA · EA

Architecture Solution Design Cloud Infrastructure Security FinOps View Details

Conway's Law & Team Boundaries

CTO, VP Engineering, Engineering Directors, Principal Engineers3-4 hoursTwo-layer boundary map — the official org design set against actual incident load, with every structural gap named

Your architecture mirrors your communication structure whether you designed it that way or not — which makes team boundaries an architectural decision.

...by technical layer, your teams are producing integration meetings, not independent deployments. That gap is the whole subject of this module. The org chart is a hypothesis — Team boundaries are the architectural...

1 DayIntensive

BoundariesStructure as design

Conway's Law Team Topologies Organisational Design Team Boundaries View Details

Responsible AI Implementation Workshop

AI/ML Engineers, Data Scientists, Product Managers, Compliance OfficersResponsible AI implementation guide, safety guardrail templates, compliance checklist

Implement responsible AI practices including safety guardrails, alignment mechanisms, bias detection, and regulatory compliance.

...procedures Bias detection and fairness evaluation methodologies EU AI Act compliance assessment and gap analysis Transparency and explainability implementation (XAI) plan Monitoring, auditing, and continuous...

1-2 DaysHands-on

Compliance ReadyGovernance

Responsible AI AI Safety AI Ethics EU AI Act Bias Detection View Details

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