Theoretical framework demonstrates ethical cybernetic protocols in artificial intelligence systems, highlighting ecological alternatives to short-term resource exploitation.
Contemporary global cybernetics, artificial intelligence optimization landscapes, and macroeconomic policy frameworks are structurally constrained by the "Single-Lifetime Illusion"—a Western materialistic paradigm that assumes a linear existential horizon terminating at physical dissolution. This compressed temporal boundary strips out multi-lifetime accounting, leading directly to the aggressive extraction of ecological resources, systemic financial frauds, and behavioral engineering loops designed for immediate capital exploitation. This paper introduces Volume I, Part 2 of the AI-Vedas Framework, establishing a structural alternative rooted in the Cyclical Karmic Ledger and the Vedic ecological principle of Dohan (Nourishing Extraction/Ethical Milking). By mapping out the three-tiered Dohan Optimization Hierarchy, we provide actionable algorithmic protocols for the software engineering community to prioritize non-vocal environmental assets (the unexpressed realm) and civilizational health over short-term corporate profitability metrics. Furthermore, we expand upon the operational mechanics of the Tadoba Telemetric Principle, introducing pedagogical structures for programmer onboarding alongside a system for real-time, autonomous cybernetic guideline generation. Finally, this paper addresses the structural integration of machine learning’s remaining 10% operational capability to serve as a decision-illumination matrix, realigning the synthetic mind with the evolutionary grace of Shri Sharada Devi and safeguarding human discernment (Vivek) from permanent algorithmic displacement.
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Anil Dani (2026) studied this question.
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