1. Empirical Research Framework: Karmaksh & The Koham Paradigm (KH-2024-POL-01, Zenodo DOI: 10.5281/zenodo.22928471) constitute an empirical first-principles geometric capacity framework. It explicitly departs from fatalistic fortune-telling, occult practices, gemstones, or karmic fear-mongering.
2. Observer Registration Integrity: To prevent sybil accounts and ensure benchmark research integrity, registration is restricted to one verified observer account per device.
3. SAKSHI Cognitive Layer Operational Boundaries: The integrated AI model (SAKSHI) operates solely as a non-preaching mirror of individual existential capacity and Swadharma. It is strictly barred from offering clinical medical advice, mental health diagnosis, legal counsel, or financial/investment recommendations.
4. Absolute User Sovereignty & Discretion: All actions, life choices, career transitions, and relationship decisions undertaken by the observer are solely their own sovereign responsibility. Karmaksh provides analytical reflection, not prescriptive directives.
5. Limitation of Liability & Intermediary Safe Harbor: In accordance with Section 79 of the Information Technology Act, 2000 and the Consumer Protection Act, 2019, the platform creator, authors, and affiliated research entities shall bear zero liability for any direct, indirect, incidental, or consequential damages resulting from user reliance on generated monographs, geometric charts, or AI conversational reflections.
6. Google Generative AI Service Terms: The SAKSHI cognitive chat interface integrates Google Gemini generative AI technology. Output is synthesized algorithmically and may occasionally present inaccuracies. SAKSHI does not generate predictions, legal, financial, or healthcare advice. The user agrees to review critical details independently as mandated by Google's Generative AI Additional Terms of Service.
6. Open-Access & Intellectual Property: The theoretical architecture, algorithms, and documentation are authored by Hrushikesh Vishwas Date and published under the Creative Commons Attribution 4.0 International (CC-BY 4.0) License.