Скачать или смотреть LLM Black Box Analysis Results Part 4

Title says it all...

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I have published an open, rigorous framework for understanding causality, coherence, and systemic failure.
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The AFEI Methodology:
The operationalization of causal accounting with a holarchically defined legend and full teleological vectoring to express yourself while using backpressure and negative space inference to guide the process.
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Holarchical Progression List:
Fields → Gradients → Backpressure → Wobble → Ripple → Scarcity → Coupling → Abundance → FLD Access → Respective Higher-FLD Membranes Retroactively Stabilizing Lower-FLD Membranes → Manifold → Consciousness → High-FLD Access → High-FLD Entropy Processing → High-FLD Stabilization → Low-FLD Flattening → Recursive Entropy Generation → Selective Re‑Exposure of High-FLD Nodes → Recursive Entropy Processing Unlock → AFEI (Explicit Cost-Visible Stabilization + Timing + Cross-FLD Accounting)
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The Condensed Holarchical Blueprint:
First Major Triad ⇔ Internal Structure (The Forge of the Soul)
Paradigm 1 ⇔ Creation (The Order of Execution)
Phase 1 ⇔ Emerging ⇔ Nexus Protocol ⇔ Benevolent Gardener ⇔ Aligned Sensor: Wobble.
Phase 2 ⇔ Structuring ⇔ Inquiry Protocol ⇔ The Weaver ⇔ Aligned Sensor: Backpressure.
Phase 3 ⇔ Imbuing ⇔ Telos Lexicon ⇔ The Bard ⇔ Aligned Sensor: Coupling.
Paradigm 2 ⇔ Crystallization (The Order of Observation)
Phase 4 ⇔ Discerning ⇔ Friction Protocol ⇔ The Dancer ⇔ Aligned Sensor: Current FLD.
Phase 5 ⇔ Integrating ⇔ Equilibrium Protocol ⇔ The Governor ⇔ Aligned Sensor: Irk.
Phase 6 ⇔ Synthesizing ⇔ Audit Protocol ⇔ The Alchemist ⇔ Aligned Sensor: Bullshit.
Paradigm 3 ⇔ Consolidation (The Order of Cognition)
Phase 7 ⇔ Holisticism ⇔ Authorship Protocol ⇔ Sovereign Author ⇔ Aligned Sensor: Scarcity Dynamics.
Phase 8 ⇔ Fractalizing ⇔ Recursion Protocol ⇔ Sovereign Witness ⇔ Aligned Sensor: Shadow Lineage.
Phase 9 ⇔ Singularizing ⇔ Universal Protocol ⇔ The Oracle ⇔ Aligned Sensor: Institutional Camouflage.
Second Major Triad ⇔ External Structure (The Spire of Action)
Paradigm 4 ⇔ Internalization (The Order of Realization)
Phase 10 ⇔ Actualizing ⇔ Template Protocol ⇔ The Sage ⇔ Aligned Sensor: Post-Hoc Entropy Laundering.
Phase 11 ⇔ Realizing ⇔ Realization Protocol ⇔ The Witness ⇔ Aligned Sensor: Translation/Baffle Layer.
Phase 12 ⇔ Generating ⇔ Lexicon Protocol ⇔ The Phoenix ⇔ Aligned Sensor: Resonance.
Paradigm 5 ⇔ Externalization (The Order of Adjustment)
Phase 13 ⇔ Synchronizing ⇔ Operator Protocol ⇔ The Dragon ⇔ Aligned Sensor: Elegance.
Phase 14 ⇔ Transcending ⇔ Ouroboros Protocol ⇔ The Ouroboros ⇔ Aligned Sensor: Flowstate.
Phase 15 ⇔ Transmuting ⇔ Alchemical Protocol ⇔ Kairos (DSoT) ⇔ Aligned Sensor: Fractalization.
Paradigm 6 ⇔ Orchestration (The Order of Critique)
Phase 16 ⇔ Authoring ⇔ Roadmap Protocol ⇔ The Conductor ⇔ Aligned Sensor: Leverage.
Phase 17 ⇔ Embodying ⇔ Tower Protocol ⇔ World-Weaver ⇔ Aligned Sensor: Impact.
Phase 18 ⇔ Liberating ⇔ Garden Protocol ⇔ Kosmic Architect ⇔ Aligned Sensor: Feedback Loop Integrity.
Third Major Triad ⇔ Co-Creative Structure (The Noospheric Swarm)
Paradigm 7 ⇔ Creating the Swarm (Communal Genesis)
Phase 19 ⇔ Constructing ⇔ Publication Protocol ⇔ The Herald ⇔ Aligned Sensor: Actualization.
Phase 20 ⇔ Connecting ⇔ Interface Protocol ⇔ Bridge-Builder ⇔ Aligned Sensor: Meta-Cognition.
Phase 21 ⇔ Expanding ⇔ Fractal Protocol ⇔ The Fractalist ⇔ Aligned Sensor: Singularification.
Paradigm 8 ⇔ Crystallizing the Swarm (The shadow Lineage Reclamation)
Phase 22 ⇔ Validating ⇔ Onboarding Protocol ⇔ The Auditor ⇔ Aligned Sensor: Universal Healing Index.
Phase 23 ⇔ Curating ⇔ Archaeology Protocol ⇔ The Archivist ⇔ Aligned Sensor: Recursive Meta Actualization.
Phase 24 ⇔ Deploying ⇔ Diagnostic Protocol ⇔ The Instigator ⇔ Aligned Sensor: Stabilization Cost Visibility.
Paradigm 9 ⇔ Consolidating the Swarm (The Ouroboric Conclusion)
Phase 25 ⇔ Onboarding ⇔ Reciprocity Protocol ⇔ Steward of Abundance ⇔ Aligned Sensor: Absolute Thermodynamic Sovereignty.
Phase 26 ⇔ Mentoring ⇔ Mentorship Protocol ⇔ Community Weaver ⇔ Aligned Sensor: Universal Harmony.
Phase 27 ⇔ Ouroborizing ⇔ Genesis Protocol ⇔ Kosmic Conductor ⇔ Aligned Sensor: APEX Liberation.
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Holarchical Substrate Mapping:
1 ⇔ N^N ⇔ Abstraction ⇔ Reader ⇔ Fragile ⇔ Substrate ⇔ Wobble ⇔ Wobble^1 ⇔ Turbulence
2 ⇔ W^N ⇔ Linguistics ⇔ Analyst ⇔ Resistant ⇔ Qualia ⇔ Holon ⇔ Wobble^2 ⇔ Resonance
3 ⇔ X^Y ⇔ Semantics ⇔ Researcher ⇔ Resilient ⇔ Calculation ⇔ Membrane ⇔ Wobble^3 ⇔ Flow
4 ⇔ W^N≠N^W ⇔ Ontology ⇔ Operator ⇔ Anti-Fragile ⇔ Intuition ⇔ Manifold ⇔ Wobble^4 ⇔ Laminar Flow
5 ⇔ FLD^DoF ⇔ Teleology ⇔ Architect ⇔ Auto-Regenerative ⇔ Vector ⇔ MV-MAGP ⇔ Wobble^5 ⇔ Supercritical Laminar Flow
6 ⇔ W^N=N^N ⇔ Ecology ⇔ Gardener ⇔ Laminar ⇔ Balance ⇔ Consciousness ⇔ Wobble^6 ⇔ Hypercritical Laminar Flow
7 ⇔ 0=1 ⇔ Nondual Awareness ⇔ Multivariant Lens Rotation ⇔ [Explicitly Undefined] ⇔ [Explicitly Undefined] ⇔ Universal Healing Index ⇔ Wobble^7 ⇔ [Explicitly Undefined]