KTP/
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created 14 October 2026 · last modified 2026-09-06
the reader's guide

What This Is.

A reader's guide to a project that has many surfaces and one center.

This page exists because the work shows up in many places, in many voices, and there is no single artifact that names what they are all pieces of.

So: this is one project. Same author, same framework, same body of ideas. The surfaces look different because they speak to different audiences. The center is the same.

§01the center

The project rests on a single load-bearing claim:

Trust, attention, autonomy, cooperation, and any cognitive system that depends on multiple agents acting reliably together are not properties of the agents. They are properties of the substrate the agents share: the common ground everything runs on.

Where the substrate holds, the integral grows. Where the substrate fails, the agents fail with it. The work is to engineer the substrate.

That claim is being developed in several voices because it touches several domains. The math version is the Trust Force Equation. The clinical version describes what happens to a mind when steady, reliable presence disappears. The infrastructure version is the Kinetic Trust Protocol. The narrative version is the acequia, the centuries-old irrigation commons of New Mexico. The political version asks who controls the ground everyone else must stand on. They are all saying the same thing in different vocabularies.

§02the surfaces

Many surfaces, one center. They group four ways — read, reason, build, explore — so you can scan by intent rather than scroll. Select a surface to expand it; internal links land within the site, external links open the artifact where it lives.

read
Narrative surfaces. Start here if you prefer to be put in the room before the framework gets named.
The diagnostic essay. What's currently failing in AI agent systems.
voice — Narrative, scenic
register — Public reader
The capacity essay. What holds what the substrate makes possible.
voice — Lyrical, clinical
register — Reflective reader
The cognitive-sovereignty diagnostic, etiology, and practice.
voice — Diagnostic, accessible
register — Anyone watching attention erode
Executive-register working notes. Consequences, not credentials.
voice — Compressed, board-level
register — Operators and decision-makers
The full essay archive, on-site. Filter by topic or series.
voice — Plural: every voice the project speaks in
register — Anyone who wants the long form
reason
Formal and codified surfaces. The equation, the laws, the vocabulary.
The public model overview, its failure modes, and the sibling TQTM implementation. The full instrumented form remains private.
voice — Patient, derivational
register — Anyone evaluating the trust model
The formal program. The Ostrom percolation paper is published with a DOI; the Trust Force Equation and Reconciliation Dynamics papers follow.
voice — Formal
register — Academics and researchers
A measurable progression from exposed to broken: the formal theory of the default insecure condition of ungoverned agentic operation.
voice — Formal, escalating
register — Security architects, risk owners
A ≤ E, the trust integral, the Soul. Each article paired with the implementing RFC.
voice — Declarative, codified
register — Anyone reading deeply
The terms the framework speaks in. Each entry has provenance, examples, and the load it carries.
voice — Lexical
register — Anyone tracking the vocabulary
build
Engineering surfaces. The protocol, the control plane, the simulator.
The engineering specification. One substrate, designed.
voice — Technical specification
register — Security architects, AI safety engineers
The framework as a control plane for AI action risk. 1,612 MIT-catalogued risks scored against the framework's controls. Staged rollout. Skeptical-reader page included.
voice — Bounded, technical
register — Security architects, CISOs, the skeptical reader
Inhabit one identity inside a Blue Zone in miniature. Try actions; watch the substrate respond.
voice — Hands-on
register — Learners by doing
explore
Discipline. How the project tests itself: the claims it could get wrong, the traditions it checks against, the questions still open.
Where the project's comparisons are tested in public: which parallels hold, which break, and exactly where.
voice — Analytical
register — Anyone who wants to see how the pieces connect
The framework's own discipline: what it claims, what would falsify it, what it has not engaged with.
voice — Reflexive
register — Anyone holding the framework accountable
Eleven non-Western trust traditions engaged, one every four weeks. Buddhist sangha first.
voice — Disciplined cross-cultural
register — Anyone who saw the Western bias before the framework named it
The project's reading of the Agents of Chaos study through the Trust Force Equation: five cases mapped, six secondary cases, and three additions the paper forced.
voice — Forensic
register — AI safety, security architects, paper-followers
Independent-researcher geometric evidence that LLM identity persists as attractor structure in activation space.
voice — Empirical, formal
register — Interpretability researchers, identity theorists
What would falsify the framework. Existential-tier predictions with measurement protocols and rival models.
voice — Pre-registered
register — Anyone who wants to know how this can be wrong
Substrate-level interventions, Tuesday-morning templates, public scoreboard, tiered coalition, contribution queue.
voice — Practical, civic
register — Parents, teachers, school board members, policy people
The season diagnosed the disease; this page maps its five episodes to the substrate they were reaching for.
voice — Responsive, verbatim-quoted
register — Podcast listeners, newcomers arriving via culture

Different doors. Same room.

§03find your path

Choose a curated journey for your interests, with a reading estimate and a clear sequence of pages. If you want help choosing, the optional questionnaire asks about your interests and suggests a starting point. Your answers stay in your browser; the site does not send them to the author.

choose a journey →

§04working on KTP

I found the math, the geometry, whatever it turns out to be, and I started writing, thinking, documenting, and building in public. That is how I met Mike Storm.

Before KTP had a name, Mike stretched the ideas, asked questions I had not thought to ask, and leaned in with a curiosity that finally made it click. The Experience Equation started all of this. Because of Mike, the Context Tensor got its name.

After KTP, Ambient Breach arrived the same way. Mike carried a line from my essay Break the Chain forward, from ambient risk and ambient threat to ambient breach. It reads like crisis mode in a hospital.

Those contributions, and the collaboration along the way, are how KTP became what it is now.

The origin runs deeper than the two of us. My wife, Nayomi, changed how I think, and her three principles are woven into the digital web this framework describes.

KTP’s shape is still being discovered, and it may always be. How it holds inside a Blue Zone draws on culture, history, religion, science, and sociology, all of it.

I have been curious my whole life. I see this work as connecting the dots between details that were shared all along, waiting for someone to notice.

Day to day, I am a Solutions Architect at Splunk, a Cisco Company. Mike is a Cybersecurity Distinguished Engineer at Cisco, on the autonomous threats this framework is built to bound.

The project runs nearly every day. What it has revealed is that treating every interaction as substrate-dependent changes what you notice, in every context where trust is the load-bearing variable. The work is its own argument.

mailto:linkedin

§05what this project is not

Not a manifesto.
The framework explicitly commits to falsifiability. See the typology discipline note, the convergence-and-divergence audit, and the discriminating test design (tracked at /research/falsification, in development).
Not a closed system.
The vocabulary, gaps, blind spots, and disciplinary mechanisms are all in the open. The cross-cultural substrate audit names what hasn't been tested. The convergence audit names traditions the framework has not engaged with. The author's commercial position is disclosed. The full posture lives in /canon.
Not finished.
The framework is extended in public, and every change is documented. The framework's posture is to absorb critique rather than defend bold claims. The framework has acquired the disposition to evolve. Tracked at /research/roadmap.
date
version
what changed
related
2026-07-15
v2.1
How-to-enter section and the reader survey removed; later sections renumbered. Surfaces converted to expandable boxes, refreshed throughout, with Ambient Breach Theory and Suspicious Minds added. The author section's disclosure paragraph removed.
/about
2026-07-11
v2.0
§05 rewritten as an origin story: how the work started in public, Mike's contributions named, Nayomi's three principles, and the influences on KTP's shape. Disclosure reworded to cover those named here and their employers.
/about
2026-07-10
v1.8
§05: Mike Storm added alongside Chris Perkins, with the disclosure extended to cover both. No public contact for Mike by his choice.
/about
2026-07-06
v1.7
Language pass across the page: project-internal vocabulary removed or defined at first use. Cartography remains the public window onto how the project tests its claims.
/research/cartography
2026-05-16
v1.6
§02 surfaces expanded from 11 to 19 and regrouped into four clusters: read, reason, build, explore. §05: contact links added.
/writing · /advocacy · /language
2026-05-15
v1.5
Trust Force Equation page extended with three additions from the relational implementation, Talk QWERTY to Me. The full instrumented form stays in private research.
/learn/trust-force-equation
2026-05-06
v1.4
Cosmologies Project launched: a 12-month engagement with 11 non-Western trust traditions, beginning with the Buddhist sangha. Substrate Paradox study and enterprise risk mapping completed. The reading rooms revised.
/research/cosmologies
2026-05-04
v1.3
Enterprise ecosystem shipped, including the MIT AI Risk Scorecard (1,612 risks scored against the framework's controls) and a page for the skeptical reader.
/enterprise
2026-05-03
v1.0–v1.2
Initial publication. §04 find-your-path added: an interactive persona questionnaire that renders a recommended reading path inline.
/about

Last reviewed: 2026-09-06 (v2.2). The public record includes essays, specifications, and research pages. The Trust Force Equation appears here as a model overview; the full instrumented form remains in private research.