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AI Change in Roles, Skills & Workforce Design

All levels4-5 hoursRole redesign canvas + skills pathway + workforce transition map

AI does not only change tools. It changes tasks, handoffs, expectations, and the shape of roles themselves. Learn how work evolves when people and AI collaborate by design.

..."everyone must become AI native." Start with: Which tasks are changing? Which decisions still need human authority? Which new review or orchestration tasks are appearing? Which skills need strengthening for...

1 DayTransformation

Role DesignPractical

Workforce Design Role Redesign AI Adoption Skills Human AI Collaboration View Details

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.

...converted into a service interface so that only one team holds the complexity. Note the overlap with authority. An interaction mode only stays low-load if the consuming team can actually decide within its...

1 DayIntensive

CapacityWhat a team can hold

Cognitive Load Team Topologies Platform Engineering Developer Experience 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.

...Simplify — choose the right abstraction level for the audience. Persuade — influence decisions without authority. Document — create artefacts that outlast conversations. Listen — understand stakeholder concerns...

1 DayIntensive

MindsetNot just methods

Architecture Foundations Systems Thinking Decision Making View Details

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.

...intentions create a compliance and risk picture that nobody has visibility into, and that nobody has the authority or information to correct. That's the governance problem. And it's the one most organisations...

1 DayIntensive

Beginner FriendlyNo legal background required

Responsible AI AI Ethics AI Risk AI Governance Bias Data Privacy AI Fluency View Details

What is Generative AI?

Beginner3-4 hoursClear mental model of Generative AI + reference materials

Generative AI — what it actually is, how it works, what it's good at, and where it goes wrong. No hype. No math. Just clarity.

...doesn't exist. Attribute a quote to someone who never said it. State a statistic with precision and authority that has no basis in fact. This is not a bug that will be fixed in the next version. It is...

Half DayIntensive

Beginner FriendlyNo math required

Generative AI LLMs AI Fundamentals Machine Learning View Details

Organizational Leadership & Distributed Decision Rights Workshop

Engineering Managers, Tech Leads, Directors, C-level Technology LeadersDecision rights matrix, distributed leadership playbook, OKR implementation

Build leadership capabilities for distributed, AI-augmented organizations with clear decision rights and effective team management.

...problem. I've sat in rooms with engineering managers who were held accountable for outcomes they had no authority to influence. And directors who couldn't make a decision without three levels of approval. Leadership...

2 DaysLeadership

Clear OwnershipAccountability

Leadership Decision Rights Distributed Teams Organisational Design OKR View Details

Fractional Technology Leadership Engagement

Startups and scale-ups needing senior technology leadershipTechnology strategy, architecture governance, team development, board reporting

Embed experienced technology leadership into your organisation on a part-time basis—owning architecture decisions, team development, and delivery governance.

...gaps Access to systems, codebase, documentation, and team Board or CEO alignment on fractional leader's authority and scope Defined success metrics for the engagement Recommended conditions: Engineering team...

1-3 Days/WeekEmbedded

Fraction of CostFull-time Hire

Fractional CTO Fractional VP Engineering Fractional Chief Architect Part Time Leadership View Details

AI Operating Model Workshop

CTO, CIO, VP Engineering, Enterprise Architects, AI LeadersAI ownership model, governance framework, capability map, 90-day activation plan

Stop running AI experiments in isolation. Build the ownership structure, governance model, and decision rights that turn scattered AI pilots into an organisation-wide capability.

...were motivated. The problem was that every initiative hit the same invisible barrier — nobody had the authority to say yes to production, and nobody wanted to say no to experimentation. So everything stayed...

1 DayIntensive

Clear OwnershipAI at Scale

AI Strategy AI Governance Operating Model Organisational Design View Details

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