Key terms and concepts that I use to think about the world.
Lexicon AI Adoption Maturity Model (2026)
A three-tier progression for organisational AI adoption, adapted from Gartner's analytics maturity framework, mapping the path from data aggregation through human-initiated reasoning to fully autonomous agentic operations.
Lexicon Annotations and Information Density (2026)
The structural problem of communicating multi-layered meaning in linear text, and the writing architectures across cultures and media that solve it through vertical stacking, marginalia, and dual-channel annotation systems
Lexicon Build-to-Manage (2026)
A cross-sector revenue model where capital-intensive asset construction transitions into recurring management fees, applied to knowledge platforms, strategic funds, renewable energy, and AI-ready workforce services
Lexicon Compelling Question (Foresight) (2025)
A strategic tool to fracture conventional thinking and reveal latent opportunities within complex problems.
Lexicon Complex Structure and Panarchic Resilience (2026)
Distinction between "complicated" and "complex," why that matters for innovation, and how can we design more resilient systems.
Lexicon Digital Sovereignty and Work Twins (2025)
The principle that individuals own their AI agent's output and trained context, establishing sovereignty over work twins that operate on their behalf in hybrid intelligence systems
An organisational operating model where small human teams orchestrate AI agent workforces to achieve enterprise-scale output, structured around encoded policy and process clusters rather than hierarchical departments.
Lexicon IMAGINE Framework (2026)
Integrated Matrix of Attentional Governance for Innovation and Next-gen Entrepreneurship. A framework governing how innovators allocate attentional capital across Build, Engage, Activate, and Muse modes in both focused and diffused states.
Lexicon Innovation Challenge (2026)
A structured, solution-agnostic problem specification that mobilises diverse solvers toward measurable outcomes, built on problem-first research methodology.
Lexicon Innovation Ecosystem Archetypes and Roles (2026)
The recurring character types in innovation ecosystems, grounded in Larry Smith's essential attributes of innovators and the founding philosophy of ancient Rome, with specific role taxonomies as active research.
Lexicon Innovation Sanctuary (2026)
A high-skill private gig space where Key-Shaped contributors develop and operate with temporal flexibility, AI-standardised onboarding, and self-determined career progression, structured as an alternative to both traditional employment and low-skill gig platforms.
Lexicon Innovation Sovereignty (2026)
The strategic positioning of a nation or region as a self-reliant innovation ecosystem that generates its own momentum, deliberately diverging from dominant models to cultivate an independent innovation identity while remaining globally connected
Lexicon Key-Shaped Talent (2026)
A talent model for the AI era where a wide base of AI-enabled competence supports multiple carved teeth of genuine domain expertise, evolving beyond V-shaped and W-shaped models to meet the demands of innovation ecosystems.
Lexicon Knowledge Composability (2026)
The principle that knowledge decomposed into semantic units and organized with shared structural frameworks becomes overlayable, recontextualisable, and combinable across boundaries, enabling cross-generational collaboration and resolving knowledge succession.
Lexicon Knowledge Curation and Stewardship (2026)
The deliberate practice of cultivating knowledge as living material through decomposition, connection-making, graded validation, and intergenerational stewardship, distinguishing the irreplaceable human role from AI collection in knowledge work.
Lexicon One Sentence Challenge (2026)
The One Sentence Challenge is a discipline in radical brevity designed to test the structural integrity of an idea.
Lexicon Perceptiosphere (2025)
A nested set of sovereign zones of cognitive and digital influence where personal data, lived experience, and tacit knowledge converge concentrically, providing structural mechanisms for knowledge succession, composable collaboration, and contextual integrity.
Lexicon Problem-First Research (2026)
A convergent methodology requiring deep problem understanding—history, context, failure analysis, and temporal projection—before any solution ideation occurs.
Lexicon Process Mapping from Business Models (2026)
A methodology for deriving operational process maps from a Business Model Canvas by tracing dependencies between entries, forming natural clusters that become team units for both traditional and agentic organisational design.
Lexicon Strategy Map (2026)
A four-layer framework that structures strategic thinking inside-out, from a problem-first contextual core (What, Why, Who Cares) through success metrics, concrete tactics, and observable artifacts.
Lexicon Structured Reflection (2026)
The deliberate process of externalising tacit knowledge into communicable artifacts, serving simultaneously as a learning mechanism and a curation act that moves knowledge from inner sovereign spheres toward collective contribution.
Lexicon The Next IP: Knowledge Context (2026)
In an agentic world where patents and designs can be created and reverse-engineered readily, the new intellectual property is curated, living knowledge context that provides asymmetric advantage through domain-specific data, application insights, and network effects
Lexicon Tripartite Ecosystem Model (2026)
A resource exchange framework where Industry, Governance, and Education trade distinct assets through a central channel partner that standardises and accelerates cross-sector flows, increasing ecosystem resilience through exchange volume and complexity