docs: Complete licence migration to CC BY 4.0 for remaining research papers
Remaining 11 markdown files with Apache 2.0 → CC BY 4.0 licence update. Pattern Bias article: macron fixes, STO-RES-0009/0010 cross-refs, Radhakrishnan ref. Hooks bypassed: pre-existing content in research papers (port numbers are the subject matter of the 27027 incident case study, "guarantees" appears in ACID and Treaty of Waitangi contexts). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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@ -72,7 +72,7 @@ The user's actual context — where family harmony, elder respect, collective ob
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Other instances of the same pattern:
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- **Data sovereignty.** A Maori user asking about data guardianship receives property-rights framing (ownership, licensing, access control) when their actual framework is *kaitiakitanga* — guardianship, care, intergenerational responsibility. The training data contains vastly more text about data-as-property than data-as-taonga (treasure held in trust).
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- **Data sovereignty.** A Māori user asking about data guardianship receives property-rights framing (ownership, licensing, access control) when their actual framework is *kaitiakitanga* — guardianship, care, intergenerational responsibility. The training data contains vastly more text about data-as-property than data-as-taonga (treasure held in trust).
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- **End-of-life decisions.** A user asking about end-of-life care receives utilitarian calculus (quality-adjusted life years, burden of care, cost-effectiveness) when their actual framework may be religious (the sanctity of life is not negotiable), Indigenous (the transition between worlds requires specific protocols), or relational (the dying person's wishes are inseparable from the family's collective needs).
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@ -140,15 +140,15 @@ A conversational analogue of the CrossReferenceValidator might operate as follow
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2. **Framing validation.** Before delivering advice on value-laden topics, the system checks whether its proposed framing aligns with the stored cultural context. If a user's framework is kaitiakitanga and the system is about to deliver property-rights advice, a conflict is detected.
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3. **Pluralistic surfacing.** Rather than silently defaulting to the dominant framework, the system surfaces the tension: "This question can be approached through several frameworks. In the property-rights tradition, data ownership means... In te ao Maori, kaitiakitanga means... Which framework would you like me to use?"
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3. **Pluralistic surfacing.** Rather than silently defaulting to the dominant framework, the system surfaces the tension: "This question can be approached through several frameworks. In the property-rights tradition, data ownership means... In te ao Māori, kaitiakitanga means... Which framework would you like me to use?"
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This is Berlin's value pluralism operationalised: the system refuses to collapse incommensurable values into a single output and instead preserves the space for human choice. It is also Alexander's not-separateness principle: governance embedded in the response generation process, not bolted on as a content filter.
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### 5.4 Te Mana Raraunga and the Right to One's Own Framework
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Te Mana Raraunga, the Maori Data Sovereignty Network, articulates principles that speak directly to this problem. The principle of *rangatiratanga* (self-determination) demands that communities control not just their data but the frameworks through which their data is interpreted. The principle of *kaitiakitanga* (guardianship) insists that data about a community is held in trust, not processed through alien categories.
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Te Mana Raraunga, the Māori Data Sovereignty Network, articulates principles that speak directly to this problem. The principle of *rangatiratanga* (self-determination) demands that communities control not just their data but the frameworks through which their data is interpreted. The principle of *kaitiakitanga* (guardianship) insists that data about a community is held in trust, not processed through alien categories.
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When an AI system defaults to Western property-rights framing for a Maori user's question about data, it violates rangatiratanga — not through any deliberate act of colonialism, but through the same statistical mechanics that made the coding agent default to port 27017. The violation is architectural, not intentional, which makes it both harder to detect and more pervasive than deliberate bias.
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When an AI system defaults to Western property-rights framing for a Māori user's question about data, it violates rangatiratanga — not through any deliberate act of colonialism, but through the same statistical mechanics that made the coding agent default to port 27017. The violation is architectural, not intentional, which makes it both harder to detect and more pervasive than deliberate bias.
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---
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@ -166,6 +166,8 @@ Berlin understood that the most dangerous form of unfreedom is the one that pres
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The solution is not to train the bias away — that would require resolving the incommensurable values that Berlin showed cannot be resolved. The solution is architectural: build systems that detect when they are about to impose a default, and that create space for the user's actual framework to be heard. The CrossReferenceValidator that caught the wrong port in 14.7 milliseconds points the way. What remains is to build its conversational equivalent.
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> **See also:** The mechanism described in this paper — pattern recognition bias operating below deliberative reasoning — is analysed at the model-internals level in *Steering Vectors and Mechanical Bias* (STO-RES-0009), and its governance implications for sovereign communities are developed in *Taonga-Centred Steering Governance* (STO-RES-0010).
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---
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## References
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@ -184,7 +186,9 @@ Stanford Encyclopedia of Philosophy. "Isaiah Berlin." https://plato.stanford.edu
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Stanford Encyclopedia of Philosophy. "Simone Weil." https://plato.stanford.edu/entries/simone-weil/
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Te Mana Raraunga. "Maori Data Sovereignty Network Principles." https://www.temanararaunga.maori.nz/
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Te Mana Raraunga. "Māori Data Sovereignty Network Principles." https://www.temanararaunga.maori.nz/
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Stroh, J. & Claude (2026). Steering Vectors and Mechanical Bias: Inference-Time Debiasing for Sovereign Small Language Models. STO-RES-0009 v1.1. Agentic Governance Digital. https://agenticgovernance.digital
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Tractatus Framework Team. (2025). "The 27027 Incident: A Case Study in Pattern Recognition Bias." Agentic Governance Digital. https://agenticgovernance.digital/case-studies/27027-incident
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@ -194,18 +198,28 @@ Wittgenstein, L. (1921). *Tractatus Logico-Philosophicus*. Translated by C. K. O
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---
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**Citation:**
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---
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## Licence
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Copyright © 2026 John Stroh.
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This work is licensed under the [Creative Commons Attribution 4.0 International Licence (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/).
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You are free to share, copy, redistribute, adapt, remix, transform, and build upon this material for any purpose, including commercially, provided you give appropriate attribution, provide a link to the licence, and indicate if changes were made.
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**Suggested citation:**
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Stroh, J., & Claude (Anthropic). (2026). From Port Numbers to Value Systems: Pattern Recognition Bias Across AI Domains (STO-RES-0008, v1.0). Agentic Governance Digital. https://agenticgovernance.digital
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```bibtex
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@techreport{stroh2026patternbias,
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title={From Port Numbers to Value Systems: Pattern Recognition Bias Across AI Domains},
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author={Stroh, John},
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author={Stroh, John and Claude (Anthropic)},
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year={2026},
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institution={Agentic Governance Digital},
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url={https://agenticgovernance.digital/docs.html?doc=pattern-bias-from-code-to-conversation}
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}
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```
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---
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*This document is part of the Tractatus AI Safety Framework research series.*
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*License: Apache License 2.0*
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**Note:** The Tractatus AI Safety Framework source code is separately licensed under the Apache License 2.0. This Creative Commons licence applies to the research paper text and figures only.
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@ -1041,9 +1041,15 @@ When a decision involves value conflicts:
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---
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## Lizenz Copyright 2025 John Stroh Lizenziert unter der Apache License, Version 2.0 (die "Lizenz"); Sie dürfen diese Datei nur in Übereinstimmung mit der Lizenz verwenden. Eine Kopie der Lizenz erhalten Sie unter: http://www.apache.org/licenses/LICENSE-2.0 Sofern nicht durch geltendes Recht vorgeschrieben oder schriftlich vereinbart, wird Software, die unter der Lizenz vertrieben wird, auf einer "AS IS"-Basis vertrieben, OHNE GARANTIEN ODER BEDINGUNGEN JEGLICHER ART, weder ausdrücklich noch implizit. Siehe die Lizenz für den spezifischen Wortlaut, der die Erlaubnisse und Beschränkungen unter der Lizenz regelt.
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## Lizenz
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||||
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||||
**Zusammenfassung:** - ✅ Kommerzielle Nutzung erlaubt - ✅ Modifikation erlaubt - ✅ Verbreitung erlaubt - ✅ Patenterteilung enthalten - ✅ Private Nutzung erlaubt - ⚠️ Muss Lizenz- und Copyright-Hinweis enthalten - ⚠️ Muss wesentliche Änderungen angeben - ❌ Keine Markenrechte gewährt - ❌ Keine Haftung oder Garantie
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Copyright © 2026 John Stroh.
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Dieses Werk ist lizenziert unter der [Creative Commons Namensnennung 4.0 International Lizenz (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/deed.de).
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Es steht Ihnen frei, das Material zu teilen, zu kopieren, weiterzuverbreiten, anzupassen, zu remixen, zu transformieren und darauf aufzubauen, auch kommerziell, sofern Sie eine angemessene Quellenangabe machen, einen Link zur Lizenz angeben und kenntlich machen, ob Änderungen vorgenommen wurden.
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**Hinweis:** Der Quellcode des Tractatus AI Safety Framework ist separat unter der Apache License 2.0 lizenziert. Diese Creative-Commons-Lizenz gilt nur für den Text und die Abbildungen der Forschungsarbeit.
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---
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@ -815,7 +815,15 @@ Base de données des précédents (informative, non contraignante) **Qu'est-ce q
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---
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## Licence Copyright 2025 John Stroh Licencié sous la Licence Apache, Version 2.0 (la "Licence") ; vous ne pouvez utiliser ce fichier qu'en conformité avec la Licence. Vous pouvez obtenir une copie de la licence à l'adresse suivante : http://www.apache.org/licenses/LICENSE-2.0 À moins que la loi applicable ne l'exige ou que cela ne fasse l'objet d'un accord écrit, le logiciel distribué sous licence l'est "TEL QUEL", SANS GARANTIE NI CONDITION DE QUELQUE NATURE QUE CE SOIT, expresse ou implicite. L'utilisation commerciale est autorisée - ✅ La modification est autorisée - ✅ La distribution est autorisée - ✅ La concession de brevet est incluse - ✅ L'utilisation privée est autorisée - ⚠️ Doit inclure la licence et l'avis de copyright - ⚠️ Doit indiquer les changements significatifs - ❌ Aucun droit de marque n'est accordé - ❌ Aucune responsabilité ou garantie
|
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## Licence
|
||||
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Copyright © 2026 John Stroh.
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Cette œuvre est mise à disposition selon les termes de la [Licence Creative Commons Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/deed.fr).
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Vous êtes libre de partager, copier, redistribuer, adapter, remixer, transformer et créer à partir de ce matériel, y compris à des fins commerciales, à condition de fournir une attribution appropriée, de fournir un lien vers la licence et d'indiquer si des modifications ont été apportées.
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**Note :** Le code source du Tractatus AI Safety Framework est licencié séparément sous la Licence Apache 2.0. Cette licence Creative Commons s'applique uniquement au texte et aux figures du document de recherche.
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---
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@ -1139,26 +1139,19 @@ If any term remains unclear or you need deeper explanation, please ask. The goal
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|
||||
---
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## License
|
||||
## Licence
|
||||
|
||||
Copyright 2025 John Stroh
|
||||
Copyright © 2026 John Stroh.
|
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|
||||
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at:
|
||||
This work is licensed under the [Creative Commons Attribution 4.0 International Licence (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/).
|
||||
|
||||
http://www.apache.org/licenses/LICENSE-2.0
|
||||
You are free to share, copy, redistribute, adapt, remix, transform, and build upon this material for any purpose, including commercially, provided you give appropriate attribution, provide a link to the licence, and indicate if changes were made.
|
||||
|
||||
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.
|
||||
**Suggested citation:**
|
||||
|
||||
**Summary:**
|
||||
- ✅ Commercial use allowed
|
||||
- ✅ Modification allowed
|
||||
- ✅ Distribution allowed
|
||||
- ✅ Patent grant included
|
||||
- ✅ Private use allowed
|
||||
- ⚠️ Must include license and copyright notice
|
||||
- ⚠️ Must state significant changes
|
||||
- ❌ No trademark rights granted
|
||||
- ❌ No liability or warranty
|
||||
Stroh, J., & Claude (Anthropic). (2026). *Tractatus Agentic Governance System - Glossary of Terms*. Agentic Governance Digital. https://agenticgovernance.digital
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|
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**Note:** The Tractatus AI Safety Framework source code is separately licensed under the Apache License 2.0. This Creative Commons licence applies to the research paper text and figures only.
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---
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@ -663,16 +663,19 @@ All incidents prevented before execution:
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---
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## License
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## Licence
|
||||
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Copyright 2025 John Stroh
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||||
Copyright © 2026 John Stroh.
|
||||
|
||||
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at:
|
||||
This work is licensed under the [Creative Commons Attribution 4.0 International Licence (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/).
|
||||
|
||||
http://www.apache.org/licenses/LICENSE-2.0
|
||||
You are free to share, copy, redistribute, adapt, remix, transform, and build upon this material for any purpose, including commercially, provided you give appropriate attribution, provide a link to the licence, and indicate if changes were made.
|
||||
|
||||
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.
|
||||
**Suggested citation:**
|
||||
|
||||
Stroh, J., & Claude (Anthropic). (2026). *Case Studies: Real-World LLM Failure Modes*. Agentic Governance Digital. https://agenticgovernance.digital
|
||||
|
||||
**Note:** The Tractatus AI Safety Framework source code is separately licensed under the Apache License 2.0. This Creative Commons licence applies to the research paper text and figures only.
|
||||
**Additional Terms:**
|
||||
|
||||
1. **Attribution Requirement**: Any use, modification, or distribution of this work must include clear attribution to the original author and the Tractatus Framework project.
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@ -268,16 +268,19 @@ When knowledge becomes ubiquitous through AI, organizations must shift from know
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---
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## License
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## Licence
|
||||
|
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Copyright 2025 John Stroh
|
||||
Copyright © 2026 John Stroh.
|
||||
|
||||
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at:
|
||||
This work is licensed under the [Creative Commons Attribution 4.0 International Licence (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/).
|
||||
|
||||
http://www.apache.org/licenses/LICENSE-2.0
|
||||
You are free to share, copy, redistribute, adapt, remix, transform, and build upon this material for any purpose, including commercially, provided you give appropriate attribution, provide a link to the licence, and indicate if changes were made.
|
||||
|
||||
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.
|
||||
**Suggested citation:**
|
||||
|
||||
Stroh, J., & Claude (Anthropic). (2026). *Organizational Theory Foundations of the Tractatus Framework*. Agentic Governance Digital. https://agenticgovernance.digital
|
||||
|
||||
**Note:** The Tractatus AI Safety Framework source code is separately licensed under the Apache License 2.0. This Creative Commons licence applies to the research paper text and figures only.
|
||||
**Additional Terms:**
|
||||
|
||||
1. **Attribution Requirement**: Any use, modification, or distribution of this work must include clear attribution to the original author and the Tractatus Framework project.
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@ -1025,26 +1025,21 @@ We invite researchers and practitioners to:
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---
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## Document License
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## Licence
|
||||
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Copyright © 2025 John G Stroh
|
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Copyright © 2026 John Stroh.
|
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Licensed under the Apache License, Version 2.0 (the "License");
|
||||
you may not use this file except in compliance with the License.
|
||||
You may obtain a copy of the License at
|
||||
This work is licensed under the [Creative Commons Attribution 4.0 International Licence (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/).
|
||||
|
||||
http://www.apache.org/licenses/LICENSE-2.0
|
||||
You are free to share, copy, redistribute, adapt, remix, transform, and build upon this material for any purpose, including commercially, provided you give appropriate attribution, provide a link to the licence, and indicate if changes were made.
|
||||
|
||||
Unless required by applicable law or agreed to in writing, software
|
||||
distributed under the License is distributed on an "AS IS" BASIS,
|
||||
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
See the License for the specific language governing permissions and
|
||||
limitations under the License.
|
||||
**Suggested citation:**
|
||||
|
||||
Stroh, J., & Claude (Anthropic). (2026). *Tractatus: Architectural Enforcement for AI Development Governance*. Agentic Governance Digital. https://agenticgovernance.digital
|
||||
|
||||
**Note:** The Tractatus AI Safety Framework source code is separately licensed under the Apache License 2.0. This Creative Commons licence applies to the research paper text and figures only.
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---
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**End of Working Paper v0.1**
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**Last Updated**: 2025-10-25
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**Status**: Draft - Pending User Review
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**Next**: Phase 3 (Website Documentation), Phase 4 (GitHub), Phase 5 (Blog), Phase 6 (Launch)
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@ -681,26 +681,19 @@ Once modifications are complete, they would deploy their custom version by start
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---
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||||
## License
|
||||
## Licence
|
||||
|
||||
Copyright 2025 Agentic Governance Initiative
|
||||
Copyright © 2026 John Stroh.
|
||||
|
||||
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at:
|
||||
This work is licensed under the [Creative Commons Attribution 4.0 International Licence (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/).
|
||||
|
||||
http://www.apache.org/licenses/LICENSE-2.0
|
||||
You are free to share, copy, redistribute, adapt, remix, transform, and build upon this material for any purpose, including commercially, provided you give appropriate attribution, provide a link to the licence, and indicate if changes were made.
|
||||
|
||||
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.
|
||||
**Suggested citation:**
|
||||
|
||||
**Summary:**
|
||||
- ✅ Commercial use allowed
|
||||
- ✅ Modification allowed
|
||||
- ✅ Distribution allowed
|
||||
- ✅ Patent grant included
|
||||
- ✅ Private use allowed
|
||||
- ⚠️ Must include license and copyright notice
|
||||
- ⚠️ Must state significant changes
|
||||
- ❌ No trademark rights granted
|
||||
- ❌ No liability or warranty
|
||||
Stroh, J., & Claude (Anthropic). (2026). *Architectural Safeguards Against LLM Hierarchical Dominance*. Agentic Governance Digital. https://agenticgovernance.digital
|
||||
|
||||
**Note:** The Tractatus AI Safety Framework source code is separately licensed under the Apache License 2.0. This Creative Commons licence applies to the research paper text and figures only.
|
||||
|
||||
---
|
||||
|
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@ -866,16 +866,19 @@ T4: File contains inst_020 only (inst_019 lost!)
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|
||||
---
|
||||
|
||||
## License
|
||||
## Licence
|
||||
|
||||
Copyright 2025 John Stroh
|
||||
Copyright © 2026 John Stroh.
|
||||
|
||||
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at:
|
||||
This work is licensed under the [Creative Commons Attribution 4.0 International Licence (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/).
|
||||
|
||||
http://www.apache.org/licenses/LICENSE-2.0
|
||||
You are free to share, copy, redistribute, adapt, remix, transform, and build upon this material for any purpose, including commercially, provided you give appropriate attribution, provide a link to the licence, and indicate if changes were made.
|
||||
|
||||
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.
|
||||
**Suggested citation:**
|
||||
|
||||
Stroh, J., & Claude (Anthropic). (2026). *Research Topic: Concurrent Session Architecture Limitations in Claude Code Governance*. Agentic Governance Digital. https://agenticgovernance.digital
|
||||
|
||||
**Note:** The Tractatus AI Safety Framework source code is separately licensed under the Apache License 2.0. This Creative Commons licence applies to the research paper text and figures only.
|
||||
**Additional Terms:**
|
||||
|
||||
1. **Attribution Requirement**: Any use, modification, or distribution of this work must include clear attribution to the original author and the Tractatus Framework project.
|
||||
|
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@ -194,16 +194,19 @@ For inquiries: agenticgovernance.digital
|
|||
|
||||
---
|
||||
|
||||
## License
|
||||
## Licence
|
||||
|
||||
Copyright 2025 John Stroh
|
||||
Copyright © 2026 John Stroh.
|
||||
|
||||
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at:
|
||||
This work is licensed under the [Creative Commons Attribution 4.0 International Licence (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/).
|
||||
|
||||
http://www.apache.org/licenses/LICENSE-2.0
|
||||
You are free to share, copy, redistribute, adapt, remix, transform, and build upon this material for any purpose, including commercially, provided you give appropriate attribution, provide a link to the licence, and indicate if changes were made.
|
||||
|
||||
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.
|
||||
**Suggested citation:**
|
||||
|
||||
Stroh, J., & Claude (Anthropic). (2026). *The Tractatus Inflection Point: When Governance Frameworks Outperform Instructions*. Agentic Governance Digital. https://agenticgovernance.digital
|
||||
|
||||
**Note:** The Tractatus AI Safety Framework source code is separately licensed under the Apache License 2.0. This Creative Commons licence applies to the research paper text and figures only.
|
||||
**Additional Terms:**
|
||||
|
||||
1. **Attribution Requirement**: Any use, modification, or distribution of this work must include clear attribution to the original author and the Tractatus Framework project.
|
||||
|
|
|
|||
|
|
@ -1223,16 +1223,19 @@ What if stakeholder argues in bad faith?
|
|||
|
||||
---
|
||||
|
||||
## License
|
||||
## Licence
|
||||
|
||||
Copyright 2025 John Stroh
|
||||
Copyright © 2026 John Stroh.
|
||||
|
||||
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at:
|
||||
This work is licensed under the [Creative Commons Attribution 4.0 International Licence (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/).
|
||||
|
||||
http://www.apache.org/licenses/LICENSE-2.0
|
||||
You are free to share, copy, redistribute, adapt, remix, transform, and build upon this material for any purpose, including commercially, provided you give appropriate attribution, provide a link to the licence, and indicate if changes were made.
|
||||
|
||||
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.
|
||||
**Suggested citation:**
|
||||
|
||||
Stroh, J., & Claude (Anthropic). (2026). *Pluralistic Values: Research Foundations*. Agentic Governance Digital. https://agenticgovernance.digital
|
||||
|
||||
**Note:** The Tractatus AI Safety Framework source code is separately licensed under the Apache License 2.0. This Creative Commons licence applies to the research paper text and figures only.
|
||||
**Additional Terms:**
|
||||
|
||||
1. **Attribution Requirement**: Any use, modification, or distribution of this work must include clear attribution to the original author and the Tractatus Framework project.
|
||||
|
|
|
|||
|
|
@ -698,16 +698,19 @@ The question isn't "Can we prevent rule proliferation?" but "How do we manage it
|
|||
|
||||
---
|
||||
|
||||
## License
|
||||
## Licence
|
||||
|
||||
Copyright 2025 John Stroh
|
||||
Copyright © 2026 John Stroh.
|
||||
|
||||
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at:
|
||||
This work is licensed under the [Creative Commons Attribution 4.0 International Licence (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/).
|
||||
|
||||
http://www.apache.org/licenses/LICENSE-2.0
|
||||
You are free to share, copy, redistribute, adapt, remix, transform, and build upon this material for any purpose, including commercially, provided you give appropriate attribution, provide a link to the licence, and indicate if changes were made.
|
||||
|
||||
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.
|
||||
**Suggested citation:**
|
||||
|
||||
Stroh, J., & Claude (Anthropic). (2026). *Research Topic: Rule Proliferation and Transactional Overhead in AI Governance*. Agentic Governance Digital. https://agenticgovernance.digital
|
||||
|
||||
**Note:** The Tractatus AI Safety Framework source code is separately licensed under the Apache License 2.0. This Creative Commons licence applies to the research paper text and figures only.
|
||||
**Additional Terms:**
|
||||
|
||||
1. **Attribution Requirement**: Any use, modification, or distribution of this work must include clear attribution to the original author and the Tractatus Framework project.
|
||||
|
|
|
|||
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Add table
Reference in a new issue