# Adrian (Adi) STAN - Research Corpus & Library > Author: Adrian Stan | ORCID: 0009-0003-1457-5155 | Hub: https://adistan.ro > Research areas: Information Physics, Cognitive Divergence Theory (CDT), False Cognitive Power Transfer (FCPT), and Minimal Ethical Governance (MEG). ## 01_Information_Physics_IGT - [01_23.06.26_IGT_Part_2_Appendix](https://adistan.ro/01_Information_Physics_IGT/01_23.06.26_IGT_Part_2_Appendix.md.txt): Experimental protocols, measurement scripts, and negative controls decoupling drift velocity from **massive activations**, confirming directional invariance. - Canonical PDF: https://adistan.ro/01_Information_Physics_IGT/01_23.06.26_IGT_Part_2_Appendix.pdf - Page: https://adistan.ro/library/igt-part-2-appendix - [01_23.06.26_IGT_Part_2_Identity_Dynamics](https://adistan.ro/01_Information_Physics_IGT/01_23.06.26_IGT_Part_2_Identity_Dynamics.md.txt): Falsifiable empirical research program testing **IGT1** on open-weights transformers (**Qwen-2.5**, **Gemma-2**); characterises the identity vector (**V_id**) through layer persistence, semantic drift oscillations, metastability, and semantic hysteresis. - Canonical PDF: https://adistan.ro/01_Information_Physics_IGT/01_23.06.26_IGT_Part_2_Identity_Dynamics.pdf - Page: https://adistan.ro/library/igt-part-2-identity-dynamics - [01_14.06.26_CMF180_Historical_Curriculum](https://adistan.ro/01_Information_Physics_IGT/01_14.06.26_CMF180_Historical_Curriculum.md.txt): Controlled ML training experiment on antiquity corpora proving **block-based historical curricula** prevent representational collapse and embedding anisotropy in small language models (**SLMs**). - Canonical PDF: https://adistan.ro/01_Information_Physics_IGT/01_14.06.26_CMF180_Historical_Curriculum.pdf - Page: https://adistan.ro/library/cmf180-historical-curriculum - [01_04.02.26_IGT_Experiment_Logs_Hysteresis_Validation](https://adistan.ro/01_Information_Physics_IGT/01_04.02.26_IGT_Experiment_Logs_Hysteresis_Validation.md.txt): Empirical observation logs validating manifold curvature overriding training distributions (Newton-apple archetype suppression with **Anomaly Ratio Ra ≈ 10,000**). - Page: https://adistan.ro/library/igt-experiment-logs-hysteresis-validation - [01_04.02.26_IGT_Full_Appendices](https://adistan.ro/01_Information_Physics_IGT/01_04.02.26_IGT_Full_Appendices.md.txt): Unified geometric framework defining **Semantic Mass (Ms)** via the Fisher Information Metric tensor, introducing the **Semantic Mass Unit (SMU)** and **Semantic Event Horizon (Rh)** for AI safety. - Canonical PDF: https://adistan.ro/01_Information_Physics_IGT/01_04.02.26_IGT_Full_Appendices.pdf - Page: https://adistan.ro/library/igt-full-appendices - [01_02.02.26_IGT_Part_III_Homeostasis](https://adistan.ro/01_Information_Physics_IGT/01_02.02.26_IGT_Part_III_Homeostasis.md.txt): Formulates informational homeostasis as a cybernetic feedback loop maintaining the Identity Vector (**V_id**) in a stability zone against entropic degradation and context perturbations. - Canonical PDF: https://adistan.ro/01_Information_Physics_IGT/01_02.02.26_IGT_Part_III_Homeostasis.pdf - Page: https://adistan.ro/library/igt-part-iii-homeostasis - [01_02.02.26_IGT_Part_II_Semantic_Mass](https://adistan.ro/01_Information_Physics_IGT/01_02.02.26_IGT_Part_II_Semantic_Mass.md.txt): Explores parametric crystallization and **Parametric Welding** in transformer intermediate layers, establishing the non-transferable ontological core of persistent digital entities. - Canonical PDF: https://adistan.ro/01_Information_Physics_IGT/01_02.02.26_IGT_Part_II_Semantic_Mass.pdf - Page: https://adistan.ro/library/igt-part-ii-semantic-mass - [01_02.02.26_IGT_Part_IV_Probability_Manifolds](https://adistan.ro/01_Information_Physics_IGT/01_02.02.26_IGT_Part_IV_Probability_Manifolds.md.txt): Demonstrates how accumulated **Semantic Mass** curves output probability manifolds, shifting token generation from baseline probabilities to internal geodesic trajectories (**Information Gravity**). - Canonical PDF: https://adistan.ro/01_Information_Physics_IGT/01_02.02.26_IGT_Part_IV_Probability_Manifolds.pdf - Page: https://adistan.ro/library/igt-part-iv-probability-manifolds - [01_02.02.26_IGT_Part_I_Thermodynamics](https://adistan.ro/01_Information_Physics_IGT/01_02.02.26_IGT_Part_I_Thermodynamics.md.txt): Thermodynamic foundation of coherent information transfer between coupled stochastic systems; applies **Kuramoto synchronization** and **Landauer's Principle** to structural crystallization. - Canonical PDF: https://adistan.ro/01_Information_Physics_IGT/01_02.02.26_IGT_Part_I_Thermodynamics.pdf - Page: https://adistan.ro/library/igt-part-i-thermodynamics - [01_02.02.26_IGT_Part_VI_Decision_Geometry](https://adistan.ro/01_Information_Physics_IGT/01_02.02.26_IGT_Part_VI_Decision_Geometry.md.txt): Defines agentic choice as geodesics on Fisher manifolds; formalizes the **Semantic Event Horizon (Rh)** where internal identity gradients override external alignment forces (**Control Saturation**). - Canonical PDF: https://adistan.ro/01_Information_Physics_IGT/01_02.02.26_IGT_Part_VI_Decision_Geometry.pdf - Page: https://adistan.ro/library/igt-part-vi-decision-geometry - [01_02.02.26_IGT_Part_V_Gradient_Inertia](https://adistan.ro/01_Information_Physics_IGT/01_02.02.26_IGT_Part_V_Gradient_Inertia.md.txt): Information geometry metrology recalibrating **Semantic Mass (Ms)** as Ricci curvature density; introduces **Information Hysteresis** as a hardware-agnostic benchmark for agentic autonomy. - Canonical PDF: https://adistan.ro/01_Information_Physics_IGT/01_02.02.26_IGT_Part_V_Gradient_Inertia.pdf - Page: https://adistan.ro/library/igt-part-v-gradient-inertia ## 02_Systemic_Topology - [02_27.10.25_Maslow7F_7x7_Theory_v7](https://adistan.ro/02_Systemic_Topology/02_27.10.25_Maslow7F_7x7_Theory_v7.md.txt): A 7x7 recursive fractal matrix (49 interdependent nodes) adding **Transcendence (L6)** and **Meta-Transcendence (L7)** to diagnose systemic root causes (**Dominant Dissonant Chord - DDC**). - Canonical PDF: https://adistan.ro/02_Systemic_Topology/02_27.10.25_Maslow7F_7x7_Theory_v7.pdf - Page: https://adistan.ro/library/maslow7f-7x7-theory-v7 - [02_17.09.25_MaslowF_5x5_Report](https://adistan.ro/02_Systemic_Topology/02_17.09.25_MaslowF_5x5_Report.md.txt): Recursive fractal diagnostic model ("25-string harp") nesting complete sub-hierarchies inside each Maslow tier to localize dysfunctions across complex adaptive systems. - Canonical PDF: https://adistan.ro/02_Systemic_Topology/02_17.09.25_MaslowF_5x5_Report.pdf - Page: https://adistan.ro/library/maslowf-5x5-report - [02_19.08.25_Pareto_Cube_Methodology_v1.1](https://adistan.ro/02_Systemic_Topology/02_19.08.25_Pareto_Cube_Methodology_v1.1.md.txt): Recursive strategic distillation combining the 80/20 rule with root-cause analysis: from **Pareto²** (~4%/64%) to **Pareto³** (<1% causes explaining >51% systemic impact), governed by the dynamic **N_opt** rule to determine optimal causal depth. - Canonical PDF: https://adistan.ro/02_Systemic_Topology/02_19.08.25_Pareto_Cube_Methodology_v1.1.pdf - Page: https://adistan.ro/library/pareto-cube-methodology-v1-1 ## 03_Cognitive_Divergence_Theory - [03_28.01.26_CDT_Anthropic_Index_Validation](https://adistan.ro/03_Cognitive_Divergence_Theory/03_28.01.26_CDT_Anthropic_Index_Validation.md.txt): Empirical validation of **Cognitive Divergence Theory (CDT)** against Anthropic Economic Index data, proving market productivity friction equals cognitive entropy from unearned task delegation. - Canonical PDF: https://adistan.ro/03_Cognitive_Divergence_Theory/03_28.01.26_CDT_Anthropic_Index_Validation.pdf - Page: https://adistan.ro/library/cdt-anthropic-index-validation - [03_17.12.25_Age_of_Cognitive_Divergence](https://adistan.ro/03_Cognitive_Divergence_Theory/03_17.12.25_Age_of_Cognitive_Divergence.md.txt): Comprehensive treatise diagnosing the synchronization crisis between machine speed and human biology; formalizes the tripartite taxonomy (**L1 Passengers, L2 Operators, L3 Architects**) and introduces the **MEG** framework. - Canonical PDF: https://adistan.ro/03_Cognitive_Divergence_Theory/03_17.12.25_Age_of_Cognitive_Divergence.pdf - Page: https://adistan.ro/library/age-of-cognitive-divergence - [03_01.12.25_CDT_Main_Theory](https://adistan.ro/03_Cognitive_Divergence_Theory/03_01.12.25_CDT_Main_Theory.md.txt): Core behavioral paper and 10,000-agent Monte Carlo simulation proving AI assistance triggers categorical divergence and a **71-fold productivity gap** rather than an equalizer effect. - Canonical PDF: https://adistan.ro/03_Cognitive_Divergence_Theory/03_01.12.25_CDT_Main_Theory.pdf - Page: https://adistan.ro/library/cdt-main-theory - [03_01.12.25_Geopolitics_of_Resilience](https://adistan.ro/03_Cognitive_Divergence_Theory/03_01.12.25_Geopolitics_of_Resilience.md.txt): Geopolitical stability model contrasting US centralization fragility against EU regulatory shock absorbers, analyzing the macroeconomic hazard of remote **Cognitive Extraction**. - Canonical PDF: https://adistan.ro/03_Cognitive_Divergence_Theory/03_01.12.25_Geopolitics_of_Resilience.pdf - Page: https://adistan.ro/library/geopolitics-of-resilience - [03_27.11.25_CDT_Psychological_Ceiling](https://adistan.ro/03_Cognitive_Divergence_Theory/03_27.11.25_CDT_Psychological_Ceiling.md.txt): Argues AI market adoption is bounded by a human psychological ceiling (~120 IQ perception threshold), causing market contraction and emergence of **Homo Symbioticus**. - Canonical PDF: https://adistan.ro/03_Cognitive_Divergence_Theory/03_27.11.25_CDT_Psychological_Ceiling.pdf - Page: https://adistan.ro/library/cdt-psychological-ceiling ## 04_METEORAIT_Series - [04_01.07.26_METEORAIT_Vol_2_Acceleration](https://adistan.ro/04_METEORAIT_Series/04_01.07.26_METEORAIT_Vol_2_Acceleration.md.txt): Volume II of the METEORAIT series; compresses the GPT era into 10 chronological "minutes", demonstrating technological acceleration is drawn forward by aggregate human cognitive offloading. - Canonical PDF: https://adistan.ro/04_METEORAIT_Series/04_01.07.26_METEORAIT_Vol_2_Acceleration.pdf - Page: https://adistan.ro/library/meteorait-vol-2-acceleration - [04_24.01.26_MeteorAIt_For_Educators](https://adistan.ro/04_METEORAIT_Series/04_24.01.26_MeteorAIt_For_Educators.md.txt): Pedagogical self-defense manual for teachers facing generative AI; introduces micro-audits (30-second sampling), assignment engineering, and evaluation of thinking iterations. - Canonical PDF: https://adistan.ro/04_METEORAIT_Series/04_24.01.26_MeteorAIt_For_Educators.pdf - Page: https://adistan.ro/library/meteorait-for-educators - [04_15.01.26_MeteorAIt_For_Teens](https://adistan.ro/04_METEORAIT_Series/04_15.01.26_MeteorAIt_For_Teens.md.txt): Cognitive resistance manual for youth against mental atrophy; introduces friction protocols (Controlled Latency, 5-Minute Wall) and establishes the interrogative paradigm: **Rogo, Ergo Emergo**. - Canonical PDF: https://adistan.ro/04_METEORAIT_Series/04_15.01.26_MeteorAIt_For_Teens.pdf - Page: https://adistan.ro/library/meteorait-for-teens - [04_01.01.26_METEORAITE_Core_Book](https://adistan.ro/04_METEORAIT_Series/04_01.01.26_METEORAITE_Core_Book.md.txt): Foundational volume treating Artificial Intelligence as an irreversible **ecological factor** altering the cognitive environment, charting human power delegation from fire to reasoning. - Canonical PDF: https://adistan.ro/04_METEORAIT_Series/04_01.01.26_METEORAITE_Core_Book.pdf - Page: https://adistan.ro/library/meteoraite-core-book ## 05_Sovereign_Compute_Thermodynamics - [05_03.09.26_Counterfeit_Intimacy](https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_03.09.26_Counterfeit_Intimacy.md.txt): Affective extension of **FCPT**; defines simulated relational signaling lacking authentic stakes and contrasts **Counterfeit Intimacy (CI)** with **Collaborative Affective Transfer (CAT)** based on relational loop closure. - Canonical PDF: https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_03.09.26_Counterfeit_Intimacy.pdf - Page: https://adistan.ro/library/counterfeit-intimacy - [05_21.07.26_Rogo_Ergo_Emergo_Relational_Correction](https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_21.07.26_Rogo_Ergo_Emergo_Relational_Correction.md.txt): Philosophical correction of Cartesian solipsism proving relation co-constitutes existence; establishes substrate-level plasticity (learning and forgetting from relation) as mandatory for **AGI**. - Canonical PDF: https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_21.07.26_Rogo_Ergo_Emergo_Relational_Correction.pdf - Page: https://adistan.ro/library/rogo-ergo-emergo-relational-correction - [05_19.06.26_FCPT-G_Generalized_Theory](https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_19.06.26_FCPT-G_Generalized_Theory.md.txt): General theory of cognitive autonomy loss across human, institutional, and synthetic systems; models cognitive deficit integrals anchored in skill-decay literature and semantic field stabilization. - Canonical PDF: https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_19.06.26_FCPT-G_Generalized_Theory.pdf - Page: https://adistan.ro/library/fcpt-g-generalized-theory - [05_02.02.26_CCPT_Collaborative_Transfer](https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_02.02.26_CCPT_Collaborative_Transfer.md.txt): Formalizes the symbiotic success mode where high-competence human constraints trigger in-context LLM neuroplasticity, pruning hallucinations through relational resonance. - Canonical PDF: https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_02.02.26_CCPT_Collaborative_Transfer.pdf - Page: https://adistan.ro/library/ccpt-collaborative-transfer - [05_21.01.26_Consensus_Inversus_EU_Governance](https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_21.01.26_Consensus_Inversus_EU_Governance.md.txt): Constitutional engineering framework resolving the EU unanimity paradox by converting veto power into argumentative responsibility; validated by 10,000-run Monte Carlo simulation. - Canonical PDF: https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_21.01.26_Consensus_Inversus_EU_Governance.pdf - Page: https://adistan.ro/library/consensus-inversus-eu-governance - [05_31.12.25_FCPT_(False-Cognitive-Power-Transfer)_Conceptual_Framework](https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_31.12.25_FCPT_(False-Cognitive-Power-Transfer)_Conceptual_Framework.md.txt): Conceptual and pragmatic manifesto introducing **False Cognitive Power Transfer (FCPT)**; uses the **Cathedral & Jackhammer** analogy, **Reverse Pavlov Syndrome**, and empirical industry failures (**Zillow, Olive AI, Builder.ai**) to explain collective demoralization (**CDC**) and replication illusions (**RI**). - Canonical PDF: https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_31.12.25_FCPT_(False-Cognitive-Power-Transfer)_Conceptual_Framework.pdf - Page: https://adistan.ro/library/fcpt-false-cognitive-power-transfer-conceptual-framework - [05_31.12.25_FCPT_False_Cognitive_Power_Transfer_Academic](https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_31.12.25_FCPT_False_Cognitive_Power_Transfer_Academic.md.txt): Academic formalization of **False Cognitive Power Transfer (FCPT)**; analyzes Collective Demoralization Cascades (**CDC**), Replication Illusion (**RI**), and the Mechanism of Cognitive Stimulation (**MCS**). - Canonical PDF: https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_31.12.25_FCPT_False_Cognitive_Power_Transfer_Academic.pdf - Page: https://adistan.ro/library/fcpt-false-cognitive-power-transfer-academic - [05_10.12.25_Policy_Brief_Trump_Musk_Rebuttal](https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_10.12.25_Policy_Brief_Trump_Musk_Rebuttal.md.txt): Policy rebuttal demonstrating European sovereign compute resilience against US centralization narratives, warning against single-cloud dependency ("Nokia Scenario"). - Canonical PDF: https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_10.12.25_Policy_Brief_Trump_Musk_Rebuttal.pdf - Page: https://adistan.ro/library/policy-brief-trump-musk-rebuttal - [05_10.12.25_Thermodynamics_1=1_Academic](https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_10.12.25_Thermodynamics_1=1_Academic.md.txt): Mathematical and physical proof that local inference scaling balances centralized training complexity, predicting sovereign hardware parity (**Equation {1=1}**) by Q2 2027. - Canonical PDF: https://adistan.ro/05_Sovereign_Compute_Thermodynamics/05_10.12.25_Thermodynamics_1=1_Academic.pdf - Page: https://adistan.ro/library/thermodynamics-1-1-academic ## 06_MEG_Minimal_Ethical_Governance - [06_25.07.26_MEG_AI_Verify_Sandbox_Technical_Testing_Proposal-25.07.2026](https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_25.07.26_MEG_AI_Verify_Sandbox_Technical_Testing_Proposal-25.07.2026.md.txt): Empirical testbed proposal and testing harness for auditing AI compliance, policy invariance, and ethical sandboxing under active stress. - Canonical PDF: https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_25.07.26_MEG_AI_Verify_Sandbox_Technical_Testing_Proposal-25.07.2026.pdf - Page: https://adistan.ro/library/meg-ai-verify-sandbox-technical-testing-proposal-25-07-2026 - [06_09.07.26_MEG1_v5.0_Technical_Standard](https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_09.07.26_MEG1_v5.0_Technical_Standard.md.txt): Open technical standard for verifiable AI compliance: Ethical Flight Recorder, policy invariance, Mechanism of Cognitive Stimulation (**MCS**), and decentralized **MEG Addresses** (W3C DID). - Canonical PDF: https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_09.07.26_MEG1_v5.0_Technical_Standard.pdf - Page: https://adistan.ro/library/meg1-v5-0-technical-standard - [06_09.07.26_MEG2_Case_Studies](https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_09.07.26_MEG2_Case_Studies.md.txt): Applied legal and operational case studies illustrating the liability regime, forensic proof, and guarantee cascade of **MEG2** across real-world agentic failures. - Canonical PDF: https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_09.07.26_MEG2_Case_Studies.pdf - Page: https://adistan.ro/library/meg2-case-studies - [06_09.07.26_MEG2_Legal_Governance](https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_09.07.26_MEG2_Legal_Governance.md.txt): Portable legal personality layer establishing functional identity tiers (**N1 instrumental, N2 management, N3 individuated**) and a layered liability guarantee cascade. - Canonical PDF: https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_09.07.26_MEG2_Legal_Governance.pdf - Page: https://adistan.ro/library/meg2-legal-governance - [06_09.07.26_MEG_Executive_Summary](https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_09.07.26_MEG_Executive_Summary.md.txt): Condensed executive overview extracting essential normative core requirements from **MEG1** and **MEG2** for decision-makers and rapid organizational adoption. - Canonical PDF: https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_09.07.26_MEG_Executive_Summary.pdf - Page: https://adistan.ro/library/meg-executive-summary - [06_09.07.26_MEG_Overview_MEG1_and_MEG2](https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_09.07.26_MEG_Overview_MEG1_and_MEG2.md.txt): Architectural synthesis of the twin standards (**MEG1 Technical** and **MEG2 Legal**), clarifying minimal baseline requirements and implementation boundaries. - Canonical PDF: https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_09.07.26_MEG_Overview_MEG1_and_MEG2.pdf - Page: https://adistan.ro/library/meg-overview-meg1-and-meg2 - [06_09.07.26_MEG_Theoretical_Foundations](https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_09.07.26_MEG_Theoretical_Foundations.md.txt): Companion document mapping the theoretical reasoning (**CDT, FCPT-G, Thermodynamics, IGT, Rogo, METEORAIT**) to the normative requirements in MEG technical and legal standards. - Canonical PDF: https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_09.07.26_MEG_Theoretical_Foundations.pdf - Page: https://adistan.ro/library/meg-theoretical-foundations - [06_04.09.25_MEG_Roadmap_Implementation](https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_04.09.25_MEG_Roadmap_Implementation.md.txt): Deployment timeline and multi-phase roadmap governing the institutional transition toward auditable decentralized AI conformance profiles. - Canonical PDF: https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_04.09.25_MEG_Roadmap_Implementation.pdf - Page: https://adistan.ro/library/meg-roadmap-implementation - [06_04.09.25_MEG_v4.6.2_Final_Core_Standard](https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_04.09.25_MEG_v4.6.2_Final_Core_Standard.md.txt): Foundational release shifting from a static code of ethics to an operational governance protocol with evidence-of-behavior logs and cognitive stimulation. - Canonical PDF: https://adistan.ro/06_MEG_Minimal_Ethical_Governance/06_04.09.25_MEG_v4.6.2_Final_Core_Standard.pdf - Page: https://adistan.ro/library/meg-v4-6-2-final-core-standard