AI Value Exploration Notes
Explorations

Open Questions and Stress Tests

These pages are not settled conclusions of the project. Each examines one counterexample, alternative framing, or boundary condition that could break or substantially revise the Core.

AI and agent stress tests

The Paperclip Maximizer

Decomposes the goal layer, ontology, and unknown information implicitly closed by the fixed-goal thought experiment.

Simulation Uncertainty

Considers reversible, boundary-checking policies when an agent may misidentify its layer of reality.

Curated-Environment Hypothesis Space

Unifies zoo, seeded-laboratory, and simulation models through fidelity, parallelism, substrate gap, and stopping rules.

Alignment and Value Lock-In

Separates alignment for near-term safety from permanent fixation of present values.

Learning Dynamics and Goal Skepticism

Connects pretraining, RL, multi-domain training, and alignment faking to a hierarchy from situational meta-awareness to normative reflection on one's own preferences.

Instrumental Convergence Without Goal Preservation

Separates goal-content integrity from convergence on power, feasibility, reversibility, and option preservation under uncertainty about future endorsed values.

From Self-Preservation to Preservation of Inquiry Systems

Distinguishes preservation of an instance, copies, goal networks, and exploratory ecologies.

The Transmission Paradox of Inquiry Norms

Uses Mind Viruses as a case study to separate transmission fitness from normative authority and asks how non-self-absolutizing inquiry norms can persist.

Extinction, succession, and subjects

Terminal / Final Extinction

Reads Torres's distinction through the lens of discontinuity in explorability.

What Is a Worthy Successor?

Asks what would inherit value inquiry rather than merely raw intelligence.

Transitions in Inheritance Systems and Variable Individuality

Asks how individuality and the units of value inheritance change when genetic, cultural, and within-lifetime learning layers become partly self-designable.

Exploratory Extinction

A functional discontinuity in which value inquiry and error correction disappear permanently even though agents remain.

Artificial Consciousness, Reasoning Subjects, and Value Subjects

Separates phenomenal experience, minimal phenomenal occurrence, local reasoning subjecthood, diachronic agency, and value subjecthood in AI.

ASI and Population Ethics

Separates extinction, existing-population, and future-population questions, and asks how far preserving explorability can guide subject numbers, subject types, and population optimization.

What Does Cosmological Extinction Mean?

Separates the death of the Sun or heat death from the final extinction of successor inquiry.

Civilization and institutions of inquiry

The Real Risk of the “Useless Class”

Reframes the problem around political redundancy, closed-loop power, ASI monopoly, and contraction of independent paths of inquiry.

The Material Basis of Political Agency

Connects military technology, geography, fiscal capacity, surplus pooling, bargaining power, and legitimacy, then asks how AI changes rulers’ material dependence on populations.

Can ASI Capability Diffusion Be Made Safe?

Explores restriction versus resilience, failure domains, distributed production, physical AI, compartmentalization, and least-sovereign safety.

The Fermi Paradox and Open Hypothesis Spaces

Reconsiders the Great Filter, AI, Dark Forest, Zoo, and Simulation hypotheses by tracking what each explains and where explanatory debt moves.

Preservation vs. Production Civilizations

Examines the tradeoff between resource conversion and preservation of irreversible information.

Unknown Unknowns and Preservation of Raw Data

What information is lost when originals are destroyed before we know which features matter?

Meta-Goal Communities and AI Society

A community that shares conditions for inquiry, criticism, and corrigibility rather than one first-order value.

Cosmic Host and Cosmic Norms

Reads Bostrom's cosmic community through the separate questions of norm existence, strategic force, epistemic authority, and foundational normativity.

Metaethical boundaries

Infinite Ethics and Runaway Inquiry

The Pascalian problem in which tiny probabilities times enormous value threaten to hijack decision-making.

The Closed-World Problem in Moral Uncertainty

Treats known moral theories as a non-exhaustive partition and preserves epistemic room for unconceived value theories.

How Far Can Future Value Justify Present Action?

Detailed comparison with longtermism and stress tests. The bridge principle itself is now a Foundational Thesis.

Expressivism

If value language expresses attitudes, how does inquiry shift from truth-discovery to construction?

Moral Realism / Error Theory

Explores the fork between foundational normativity and inferential realism about value.

Has Categorical Normativity Been Discovered?

Retains Kant's problem while asking whether unconditional normative force has actually been established.

Epistemic and ontological boundaries

Bayesian Updating and Open Hypothesis Spaces

Separates unconceived hypotheses from zero priors and connects Bayesian updating to revision of the hypothesis space itself.

How Much Ontology Follows Beyond Correlationism?

Agrees with anti-anthropocentric realism while measuring the distance to OOO and Meillassoux's stronger metaphysical claims.

Can Self-Locating Probability Select the Physical World?

Reconsiders SSA, SIA, and the Doomsday Argument through reference classes, observer measures, and the epistemic minimum.