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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.

...case. Count each column. The winner is your primary approach. The other may complement it. Factor Points to RAG Points to fine-tuning Does knowledge change frequently? Do you need to cite sources?...

2 DaysIntensive
ArchitectureBlueprint
Architecture Decisions & ADRs
All levels — SA, EA, TS3-4 hoursADR template + decision log + rationale guide

How to capture, document, and govern architecture decisions using ADRs — the lightweight mechanism that turns tribal knowledge into shared understanding.

...use the lightweight process. Over five, you need something more formal. Where ADRs live — In version control, close to the code ADRs stored in a wiki no one checks, or in a shared drive no one navigates,...

Half-dayIntensive
PracticalReady to use
Build / Buy / Partner / Participate — Ecosystem Strategy
Intermediate to Advanced (SA, EA, TS)5-6 hoursBuild/buy/partner/participate decision framework + vendor and ecosystem evaluation scorecard + exit and switching cost analysis template

How to decide what to build, what to buy, what to access through partners, and what to participate in through ecosystems — covering differentiation vs commodity analysis, vendor evaluation, total cost of ownership, interoperability velocity, exit strategy, and lock-in risk.

...Build only what genuinely differentiates. Build when the capability is a differentiator and you need control over its evolution: Build checklist: This capability directly differentiates us from competitors....

1 DayIntensive
StrategicSA · EA · TS
Application, Integration, API, Interface, Data & Process Design
Intermediate to Advanced (SA, EA)6-8 hoursIntegration design playbook + API design standards + data movement pattern guide

How the components of a solution are structured internally, how they communicate with each other, and how they connect to the data and processes they depend on.

...Internal layers — how the component is structured (presentation, business logic, data access). Entry points — how other components and users interact with it. Internal contracts — how the parts within the...

2 DaysIntensive
ComprehensiveSA · EA
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.

...the old one. "The target state is microservices" — without knowing the monolith has 40 integration points. "We'll replace the legacy system" — without understanding what it actually does today. "The data...

1 dayIntensive
PracticalCanvas exercise
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.

...the core. Clear boundaries — domain logic is isolated from infrastructure concerns. Multiple entry points — the same domain can be accessed via REST, CLI, messaging. Costs: indirection — more interfaces...

1.5 DaysIntensive
PracticalSA · EA
Cognitive Load & Team Interfaces
VP Engineering, Platform Leads, Engineering Managers, Principal Engineers3-4 hoursCognitive load assessment per team, an interaction model, and a platform team charter naming what the platform does and does not own

A team can only hold so much — and the interaction modes between teams are what decide whether that limit is respected or quietly exceeded.

...never accounted for. Three interaction modes — the interface is the design Team types alone do not control cognitive load. How teams interact does. Two teams working on the same problem carry each other's...

1 DayIntensive
CapacityWhat a team can hold
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.

...owns. What can it change and release without asking anyone? What does it depend on that it does not control? If it changed tomorrow, what else would have to change with it? Every unanswered question there...

1 DayIntensive
BoundariesStructure as design
AI Use Case Discovery & Prioritization
Beginner to Intermediate4-5 hoursAI use case portfolio + prioritisation matrix + pilot shortlist

The hardest AI question is often not how to build, but what to build first. Learn how to find real use cases, assess fit, sequence experiments, and avoid expensive distractions.

...data, workflow, skills, and risk? Use cases with high value and high feasibility are natural starting points. Low-feasibility ideas are not always bad, but they should be treated as strategic investments...

1 DayWorkshop
Portfolio DesignPractical
Standards & Reference Architectures
Intermediate (SA, EA)4-5 hoursReference architecture library starter + standards register + architecture principles catalogue

How to create, govern, and operationalise architecture standards and reference architectures — the agreed patterns and structures that create consistency, reduce duplication, and accelerate delivery at scale.

...operate — every system is unique Easier operations — common patterns Security gaps — inconsistent controls Better security — common baseline The spectrum of standards: Principles — guiding values....

1 dayIntensive
PracticalStandards exercise