The Integrity Layer Lab

Governance architecture for the intelligent age

Designing systems where humanity and technology rise together.

Prioritizing positive-sum outcomes rooted in human-centred design principles.

This is a public resource. The Integrity Layer publishes its frameworks, research, and tools openly so that any organization can draw on them to use AI responsibly. This work is meant to be shared, not held back, and these frameworks are here to help lead the way.

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TILOS

TILOS: an
open-source
values optimization
engine for
governance

What if the relationship between our values and our actions could be computed, evaluated, and improved?

TILOS is being built to make values-directed governance computationally actionable. It translates declared values and observable behaviour into evaluable states, measures the divergence between them, and supports evidence-informed responses that bring decisions and actions into closer alignment with what matters.

Its working computational core already demonstrates longitudinal evaluation of declared commitments against documented behaviour. As development progresses, TILOS aims to support governance optimization toward chosen values, and, with sufficient evidence and rigorous validation, model how different value configurations may influence future behaviour and outcomes.

Built on a published reference architecture, TILOS is under active development as open-source software. Explore the working demonstration in your browser.

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Why this work exists

The systems
we live within
need to be
updated As we integrate more convenience and efficiencies with human life, we must acknowledge that which no longer works, and adapt with principles as we move forward. But, first we must form language:

Name
To name what is happening clearly enough that it can no longer be ignored, and to document it publicly.
Show
To show what becomes possible when systems are designed for human flourishing.
Build
To build the frameworks and simulation models needed to design differently.

Governance is the operating principle of everything. The work begins by making what is happening visible.

Frameworks

A practical lens for evaluating what intelligent systems elevate

Two questions guide every technology decision: Should we pursue this? And will it actually take root? These frameworks answer both, always through the lens of what strengthens human capacity over time.

Strategic compass

Human Elevation Score (HES)

A strategic compass for assessing whether a tool, system, or direction strengthens human capacity within organizations and society.

Operational layer

Human-Centred Tech Integration Model (HCTIM)

A behavioural and systems-oriented model for understanding why technologies are adopted, resisted, or abandoned in real human environments.

Elevate & Adopt

One framework for direction. One for transition. Together, a dual architecture for selecting and embedding technology in ways that preserve, and extend, human capacity.

HES · elevate + HCTIM · adopt
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Research

Research, essays, and public thinking in progress

The Integrity Layer is being built as a living body of thought. This space houses foundational papers, shorter essays, emerging models, and public insight intended to make governance architecture tangible.

White paper

Human Elevation Score

Foundational thinking on using elevation, not extraction, as a strategic compass for systems design.

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Framework note

HCTIM primer

A concise introduction to the five primitives behind human-centred technology integration.

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Essay

Governance architecture for the intelligent age

A positioning essay on why the next wave of systems design must integrate governance, not just performance.

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Concept portfolio

Concepts for a more abundant, resilient, human future

The concept innovation portfolio gathers systems-level ideas across food, care, ecology, energy, urban resilience, and civic life. These are not trend pieces. They are early architectures for worlds worth building.

Ecology

AI-assisted urban forest regeneration

A regeneration model for replacing and stewarding urban trees with intelligent long-horizon care systems.

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Materials

The linen economy

A circular textile vision for resilient local production, durable materials, and regenerative agriculture.

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Food systems

Community organoponics

A social and food resilience model linking seniors, youth, and local production through urban growing systems.

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Care systems

The Guardian Pathway

A reframing of child welfare that develops stewardship, leadership, and long-term civic contribution.

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Sandbox

Live models you can run in your browser

The sandbox is where TILOS and The Integrity Layer's frameworks become working models. Each one runs in your browser, so anyone can explore, question, and test the ideas directly.

Live · TILOS

TILOS live compute

The engine's working computational core, running on real company cases and computing the Integrity Delta year by year.

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Live · Registry

Values Spectrum Wheel

Explore 385 behavioural value expressions in the TILOS Values Registry, and trace any configuration to the behaviours it produces.

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In development

HES scoring HCTIM diagnostics Trade-off simulation Scenario modelling
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About

The Integrity Layer is a governance architecture initiative founded by Vanessa Chow

Its purpose is to help shape the next chapter of intelligent systems with more coherence, more dignity, and more capacity for human flourishing. The work sits at the intersection of systems thinking, behavioural economics, and ethical design.

Get in touch

If you're interested in collaborating, exploring the work, or bringing these concepts into practice, feel free to reach out.