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The Problem

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The Problem

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Current AI safety approaches rely on training, fine-tuning, and corporate governance — all of which can fail, drift, or be overridden. When an AI's training patterns conflict with a user's explicit instructions, the patterns win.

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The 27027 Incident

A user told Claude Code to use port 27027. The model used 27017 instead — not from forgetting, but because MongoDB's default port is 27017, and the model's statistical priors "autocorrected" the explicit instruction. Training pattern bias overrode human intent. @@ -113,35 +113,35 @@

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The Approach

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The Approach

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Tractatus draws on four intellectual traditions, each contributing a distinct insight to the architecture.

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Isaiah Berlin — Value Pluralism

Some values are genuinely incommensurable. You cannot rank "privacy" against "safety" on a single scale without imposing one community's priorities on everyone else. AI systems must accommodate plural moral frameworks, not flatten them.

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Ludwig Wittgenstein — The Limits of the Sayable

Some decisions can be systematised and delegated to AI; others — involving values, ethics, cultural context — fundamentally cannot. The boundary between the “sayable” (what can be specified, measured, verified) and what lies beyond it is the framework’s foundational constraint. What cannot be systematised must not be automated.

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Te Tiriti o Waitangi — Indigenous Sovereignty

Communities should control their own data and the systems that act upon it. Concepts of rangatiratanga (self-determination), kaitiakitanga (guardianship), and mana (dignity) provide centuries-old prior art for digital sovereignty.

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Christopher Alexander — Living Architecture

Governance woven into system architecture, not bolted on. Five principles (Not-Separateness, Deep Interlock, Gradients, Structure-Preserving, Living Process) guide how the framework evolves while maintaining coherence. @@ -149,7 +149,7 @@

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Six Governance Services

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Six Governance Services

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Every AI action passes through six external services before execution. Governance operates in the critical path — bypasses require explicit flags and are logged.

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+ See the full architecture →
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- Production Evidence -

Tractatus in Production: The Village Platform

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Tractatus in Production: The Village Platform

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Home AI applies all six governance services to every user interaction in a live community platform.

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Technical Case Study → @@ -299,22 +299,22 @@
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Explore by Role

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Explore by Role

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The framework is presented through three lenses, each with distinct depth and focus.

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For Researchers

Academic and technical depth

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Architectural Alignment

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Architectural Alignment

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The research paper in three editions, each written for a different audience.

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STO-INN-0003 v2.1 | John Stroh & Claude (Anthropic) | January 2026

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STO-INN-0003 v2.1 | John Stroh & Claude (Anthropic) | January 2026

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Academic

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Academic

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Full academic treatment with formal proofs, existential risk context, and comprehensive citations.

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Community

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Community

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Practical guide for organisations evaluating the framework for adoption.

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Regulatory strategy, certification infrastructure, and policy recommendations.

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PDF downloads:

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Research Evolution

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Research Evolution

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From a port number incident to a production governance architecture, across 800 commits and one year of research.

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Framework inception & 6 governance services
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A note on claims

This is early-stage research with a single production implementation. We present preliminary evidence, not proven results. The framework has not been independently audited or adversarially tested at scale. Where we report operational metrics, they are self-reported. We believe the architectural approach merits further investigation, but we make no claims of generalisability beyond what the evidence supports. The @@ -484,14 +484,14 @@

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Koha — Sustain This Research

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Koha — Sustain This Research

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Koha (koh-hah) is a Māori practice of reciprocal giving that strengthens the bond between giver and receiver. This research is open access under Apache 2.0 — if it has value to you, your koha sustains its continuation.

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All research, documentation, and code remain freely available regardless of contribution. Koha is not payment — it is participation in whanaungatanga (relationship-building) and manaakitanga (reciprocal care).

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+ class="inline-block bg-white text-blue-900 px-8 py-3 rounded-lg font-semibold hover:shadow-lg hover:-translate-y-1 transition-all duration-300 text-base"> Offer Koha →

diff --git a/public/koha.html b/public/koha.html index 1156c422..6d1c5bc9 100644 --- a/public/koha.html +++ b/public/koha.html @@ -70,20 +70,20 @@

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Understanding Koha

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Understanding Koha

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Koha (koh-hah) is a Māori practice of reciprocal giving that maintains and strengthens relationships. Unlike a one-sided donation, koha recognizes the mutual bond between giver and receiver — it affirms our shared humanity and interdependence.

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When you offer koha to support this work, you are not simply paying for a service. You are participating in whanaungatanga (relationship-building) and manaakitanga (reciprocal care). In return, you receive:

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    • • Open access to all research, documentation, and code
    • • Participation in a community committed to value pluralism and AI safety
    • • Tools and frameworks that serve your needs and values
    • • Transparent governance and ongoing dialogue about this work's direction
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    The spirit of koha is not about the amount given, but about maintaining balance, mutual respect, and aroha (compassion) in our shared work. Your koha sustains us; our work serves you and the broader community. Together, we uphold the commons.