TECHNICAL ABSTRACT (v2.0) The Fresta Lens Framework (v2.0), Volume II formalizes the operational application of a coherence-based filtering architecture across complex systems, including artificial intelligence, energy systems, economic coordination, education, healthcare, judicial systems, and governance. This volume extends the theoretical distinction introduced in Volume I between the Filter—a universal constraint governing system viability under thermodynamic and informational limits—and the Lens, an operational mechanism that enables agents to align decisions, policies, and processes with those constraints. Rather than proposing new technologies or ideological prescriptions, this work presents a system-level operational model grounded in a single invariant principle: > System failure emerges not from insufficient input, but from unmanaged irreversible output accumulation over time. The framework demonstrates that artificial intelligence architectures, economic systems, energy infrastructures, and institutional governance structures share the same failure axis: optimization of short-term metrics while externalizing entropy beyond reintegration capacity. Key contributions of this volume include: - A formal operational model for AI architectures based on active input filtering, subjective indexing, memory consolidation cycles, and coherence-verified output generation.- A non-normative economic formulation in which value is defined as net future viability, explicitly accounting for entropy production over time.- A reframing of energy viability as an output-threshold problem rather than an input-scarcity problem.- System-level designs for education, healthcare, judicial systems, and governance that replace static rule enforcement with dynamic coherence constraints.- A cross-domain coherence analysis demonstrating structural equivalence between informational, economic, and physical systems. This volume does not claim completeness, finality, or universal optimality. Instead, it establishes a coherent operational substrate upon which domain-specific implementations may be constructed, evaluated, and iteratively refined. The Fresta Lens is presented not as a governing ideology, but as a diagnostic and corrective instrument for complex systems approaching saturation, enabling early detection of collapse dynamics and alignment toward long-term viability. This document is released as a working paper to enable early scrutiny, critique, and iterative refinement prior to potential formal publication. Copyright © 2025-2026 Tiago J. C. Santos. All Rights Reserved.
Tiago J. C. Santos (2026) studied this question.