Yaoharee Lahtee

Plural Interfaces, Singular Commitments: Religious Diversity, AI Alignment, and the Non-Collapse of Output, Belief, and Moral Responsibility

Conceptual article in philosophy of technology / AI ethics / Islamic ethics. Public-facing AI systems mediate religious questions across societies with incompatible metaphysical commitments; observers often collapse five distinct objects into one: model output, product policy, in...

Effort Across Stochastic, Controlled, and Adaptive Worlds: Epistemic License, Changed Agents, Interaction Separation, Learning-Bearing Retry, and Rational Exit (Standalone theory draft v0.3)

Version note (v0.4, 2026-09-07). Uplift edition clearing the items raised by the independent glosa review of v0.3: Appendix D retitled "Scope of Contribution" with its opening sentence reworded; "the initial non-collapse" replaces an ordinal wording in Section 1; references [1]–[...

The Economics of Expertise in the Age of Generative AI: From Constrained Scientific Creativity to Epistemic Scarcity (Final Journal Manuscript v1.0)

Version note (v1.1, 2026-09-07). Uplift edition clearing the items raised by the independent glosa review of v1.0: a provenance footnote at Eq. 6 (the knowledge triple is an earlier formulation recorded under Toledo weld/E.03.v1, whose current statement is a richer tuple); DOI/IS...

Effort Across Stochastic, Controlled, and Adaptive Worlds: Epistemic License, Changed Agents, Interaction Separation, Learning-Bearing Retry, and Rational Exit (Standalone theory draft v0.3)

What this is. A standalone theory draft (v0.3, 7 September 2026) in the Human–AI Readout Programme on effort and retry under stochastic, other-controlled, and adaptive worlds. It keeps Effort Under Stochastic and Other-Controlled Worlds v0.1 as its anchor and v0.2 as its mathemat...

The Economics of Expertise in the Age of Generative AI: From Constrained Scientific Creativity to Epistemic Scarcity (Final Journal Manuscript v1.0)

Version note (v1.0.1, 2026-09-07). Typesetting correction only: a stray punctuation mark in the Core Epistemic Registration block is removed. Text, equations, ledger and references are unchanged from v1.0. What this is. A theory/perspective manuscript (Final Journal Manuscript v1...

The Economics of Expertise in the Age of Generative AI: From Constrained Scientific Creativity to Epistemic Scarcity (Final Journal Manuscript v1.0)

What this is. A theory/perspective manuscript (Final Journal Manuscript v1.0, 7 September 2026; submission-ready, not peer reviewed) on the economics of expertise under generative AI: why candidate abundance shifts scarcity from generating knowledge-like output to validating it;...

The Recursive Epistemic Tunnel: A Readout-Genesis Derivation of Recursive Human–AI Closure, Collective Epistemic Hallucination, and World-Side Interruption (Journal Manuscript v2.1)

What this is. A Genesis-first theory manuscript (Journal Manuscript v2.1, 7 September 2026) deriving, from the Readout Genesis root and the Toledo equation library, how a human, an AI model, further AI models and reviewers can repeatedly transform and return the same epistemic an...

The Human Conversion Imperative: Machine Acceleration, Human Potential, and the Reversibility Window in an AI-Robotic World (theory and research agenda, v1.1 glosa-checked edition)

Status. K0 theory proposal and empirical research agenda; v1.1 is the glosa-checked edition of the 6 September 2026 v1.0 (citation lineage repaired to deposited DOIs and versions; priority wording removed; a companion-paper attribution softened from "shows formally" to "proposes"...

The Human Conversion Imperative: Machine Acceleration, Human Potential, and the Reversibility Window in an AI-Robotic World (theory and research agenda, v1.1 glosa-checked edition)

Status. K0 theory proposal and empirical research agenda; v1.1 is the glosa-checked edition of the 6 September 2026 v1.0 (citation lineage repaired to deposited DOIs and versions; priority wording removed; a companion-paper attribution softened from "shows formally" to "proposes"...

Before Meaning, Before Choice: A Readout-Native Derivation of Experience, Live Possibility, Agency, and Human-AI Return (Full Paper v1.1, glosa-checked)

Status. K0 root-to-domain conceptual and measurement architecture with an external-literature constraint review; version 1.1 is the glosa-checked source-lineage repair of the 6 September v1.0 (three citation defects repaired: the Readout Genesis whitepaper is cited by commit and...

After Labour: Human Position in an AI-Robotic World System (full world-system standalone, v1.2 glosa-checked edition)

Status. K0 conceptual and measurement architecture; v1.2 is the glosa-checked edition of the 6 September 2026 v1.1 (citation lineage repaired to deposited DOIs and versions; the undeposited working draft Capitalism After Labor Centrality disclosed as such; comparison wording set...

How Humans Should Converse with AI: A Problem-First Adaptive Dialogue Conversion Protocol for Durable Human Capability (v1.3 glosa-checked edition)

Status. K0 theory, problem-first adaptive protocol and empirical research agenda; v1.3 is the glosa-checked edition of the 6 September 2026 v1.2 (internal citation table repaired so that each programme paper is cited to its own deposited record and version; "novelty" wording repl...

How Humans Should Converse with AI: A Problem-First Adaptive Dialogue Conversion Protocol for Durable Human Capability (v1.3 glosa-checked edition)

Status. K0 theory, problem-first adaptive protocol and empirical research agenda; v1.3 is the glosa-checked edition of the 6 September 2026 v1.2 (internal citation table repaired so that each programme paper is cited to its own deposited record and version; "novelty" wording repl...

Before Meaning, Before Choice: A Readout-Native Derivation of Experience, Live Possibility, Agency, and Human-AI Return (Full Paper v1.1, glosa-checked)

Status. K0 root-to-domain conceptual and measurement architecture with an external-literature constraint review; version 1.1 is the glosa-checked source-lineage repair of the 6 September v1.0 (three citation defects repaired: the Readout Genesis whitepaper is cited by commit and...

From Assistance to Human Capability: A Readout-Genesis Architecture for Proactive AI, Unequal Life Conditions, and Opportunity Conversion (RG-HCA v1.1 glosa-checked edition)

Status. K0 conceptual and measurement architecture with an empirical research agenda; v1.1 is the glosa-checked edition of the 6 September 2026 v1.0 (citation lineage repaired to deposited DOIs, versions and public git anchors; priority-adjacent wording replaced by a contribution...

After Labour: Human Position in an AI-Robotic World System (full world-system standalone, v1.2 glosa-checked edition)

Status. K0 conceptual and measurement architecture; v1.2 is the glosa-checked edition of the 6 September 2026 v1.1 (citation lineage repaired to deposited DOIs and versions; the undeposited working draft Capitalism After Labor Centrality disclosed as such; comparison wording set...

Epistemic Fusion or Epistemic Tunnel: A Phenomenology-Anchored, Global-Literature-Constrained, Problem-First Architecture of Human-AI Collaboration (Epistemic Note v8.1 — strong-claim / legitimate-defeater edition)

Series. Standalone epistemic note of the Human–AI Readout programme; member of the Zenodo library When AI Expands Human Potential (hub DOI 10.5281/zenodo.22308201). Builds on the Bounded Knower sequence I–IV, Experience Is the Human LoRA, The Language Bridge, Operational Linguist...

Rigour Without Infrastructure: Three Propositions on Claim-Card Discipline as a Substitute for Institutional Certification (glosa concept paper, v0.2.0)

Status. GLOSA K0 concept paper — timestamped and citable, not peer reviewed; the three claim cards behind it were reviewed by three cross-vendor AI routes (I3) and revised; independent_check PENDING (no external human check). Produced by running the glosa methodology on itself (r...

The Epistemic Chain Reaction: Human-AI Multiplication from Questions to Readout-Distinguishable Hypotheses — A Controlled Amplification Architecture for Scientific Discovery — with the State of Evidence registry for Papers I–IV (v2)

Series. Paper IV of the Bounded Knower sequence. Paper I: From Problem to Hypothesis (DOI 10.5281/zenodo.22307148). Paper II: Knowledge Topology and the First Passage to Usable Hypotheses (DOI 10.5281/zenodo.22307561). Paper III: Before Evidence Can Decide (DOI 10.5281/zenodo.223...

Potential as a Readout: Witnessed Envelopes, Two-Layer Agency, and the Measurement of Pseudo-Peace (Epistemic Note, K0, version 2 — tier-raising pass, 5 September 2026)

Status. K0 final author draft in the series Society, Justice, Peace & Violence (index DOI 10.5281/zenodo.22342043) and When AI Expands Human Potential (index DOI 10.5281/zenodo.22308201). "Final" names the manuscript state, not validation, publication, or independent certificatio...