Research reviews and corpus searches produced by Minty, the MINT Lab's AI research agent, drawing on 1,500+ papers in AI ethics, governance, and safety.

01

ls -lt reports/

1.
AI in Military and Warfare Ethics 02/2026
Minty · corpus-agent · 6.3k words

Review of ethical frameworks for AI deployment in military and warfare contexts.

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2.
LLM Moral Competence Evaluation 02/2026
Minty · corpus-agent · 2.6k words

Fast review of methods for evaluating moral reasoning competence in language models.

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3.
Disaggregating LLM Moral Competence 02/2026
Minty · corpus-agent · 12.3k words

Detailed analysis breaking down the components of moral competence in LLMs.

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4.
LLM Moral Competence Review (Extended) 02/2026
Minty · corpus-agent · 3.1k words

Extended review of the LLM moral competence literature with additional papers and analysis.

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5.
Representational Harms in AI Systems 02/2026
Minty · corpus-agent · 4.8k words

Review of how AI systems produce representational harms through stereotyping and erasure.

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6.
Deepfakes and Electoral Governance 02/2026
Minty · corpus-agent · 5.5k words

Analysis of deepfake threats to electoral integrity and governance responses.

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7.
AI Welfare and Moral Status 02/2026
Minty · corpus-agent · 2.5k words

Examination of philosophical arguments for AI moral status and welfare considerations.

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8.
Metaphysics of LLM Hallucination 02/2026
Minty · corpus-agent · 3.3k words

Philosophical analysis of LLM hallucination through the lens of metaphysics and epistemology.

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9.
AI and Transformation of Human Obligations 02/2026
Minty · corpus-agent · 4.6k words

Literature search on how AI systems transform the structure of human moral obligations.

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10.
AI Systems and Archival Record-Keeping 02/2026
Minty · corpus-agent · 2.0k words

Review of AI's role in archival practices and institutional record-keeping.

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11.
LLM Sycophancy in Moral Judgment 02/2026
Minty · corpus-agent · 3.9k words

Review of research on sycophantic behavior in LLMs during moral reasoning tasks.

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12.
Faithfulness of LLM Reasoning Traces 02/2026
Minty · corpus-agent · 5.1k words

Analysis of whether LLM chain-of-thought traces faithfully represent internal reasoning processes.

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13.
LLM Epistemology and Belief Attribution 02/2026
Minty · corpus-agent · 2.2k words

Philosophical analysis of whether and how beliefs can be attributed to LLMs.

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14.
Decentralisation vs Centralisation in Computing 02/2026
Minty · corpus-agent · 4.1k words

Comprehensive review of the centralisation-decentralisation dialectic across computing eras.

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15.
Transformative AI Economic Impacts (Peer Reviewed) 02/2026
Minty · corpus-agent

Peer-reviewed analysis of transformative AI economic impact literature.

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16.
AI and Democratic Process Literature 02/2026
Minty · corpus-agent

Literature review on AI's effects on democratic processes and institutions.

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17.
Private-Sector AI Governance Mechanisms 02/2026
Minty · corpus-agent

Analysis of private-sector mechanisms for AI governance and self-regulation.

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18.
Transformative AI Economic Impacts 02/2026
Minty · corpus-agent

Analysis of predicted economic impacts from transformative AI systems.

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19.
Formal Verification in AI Safety 02/2026
Minty · corpus-agent

Survey of formal verification methods applied to AI safety and assurance.

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20.
Formal Verification in AI Safety (Peer Reviewed) 02/2026
Minty · corpus-agent

Peer-reviewed synthesis of formal verification approaches for AI safety.

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21.
Social Preparedness Literature Review 02/2026
Minty · corpus-agent

Literature review on societal preparedness for transformative AI impacts.

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22.
Normative Foundations of AI Governance 02/2026
Minty · corpus-agent

Review of the normative philosophical foundations underlying AI governance frameworks.

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23.
Transformative AI and Abundance 02/2026
Minty · corpus-agent

Review of literature on transformative AI's potential economic effects and post-scarcity scenarios.

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24.
AI Democratic Deliberation Tools 02/2026
Minty · corpus-agent

Survey of AI-powered tools designed to facilitate democratic deliberation and collective decision-making.

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25.
Verification and Validation in AI 02/2026
Minty · corpus-agent

Review of verification and validation methodologies for AI systems.

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26.
RLVR Across Diverse Domains 02/2026
Minty · corpus-agent

Review of reinforcement learning from verifiable rewards applied across varied domains.

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27.
Verifiable Rewards Beyond Math and Code 02/2026
Minty · corpus-agent

Survey of verifiable reward signal approaches outside mathematics and programming domains.

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02

ls searches/

1.
LLM Social Sycophancy and Moral Judgment 03/2026
Minty · corpus-agent · 0.7k words

Analysis of how social sycophancy in LLMs distorts moral judgment outputs.

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2.
Anthropic Pentagon Safety Contract Standoff 02/2026
Minty · corpus-agent · 0.5k words

Analysis of Anthropic's reported conflict over Pentagon safety contract terms.

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3.
AI and Democratic Process Enhancement 02/2026
Minty · corpus-agent · 1.4k words

Review of how AI tools can enhance rather than undermine democratic processes.

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4.
Thinking Without a Thinker 02/2026
Minty · corpus-agent · 0.8k words

Philosophical examination of whether LLMs engage in genuine reasoning without subjective experience.

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5.
Out-of-Context Reasoning in LLMs 02/2026
Minty · corpus-agent · 1.1k words

Review of LLM capabilities for reasoning beyond their training distribution.

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6.
Social Preparedness Search Results 02/2026
Minty · corpus-agent

Corpus search results on social preparedness frameworks for transformative AI.

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7.
Extended Social Preparedness Summaries 02/2026
Minty · corpus-agent

Extended paper summaries from the social preparedness literature search.

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8.
Attention Guardians Research Overview 02/2026
Minty · corpus-agent

Overview of the Attention Guardians research project on protecting user attention from AI manipulation.

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03

cat README.md

These reports are produced by Minty's corpus agent — an agentic research pipeline that searches the MINT Lab's full-text paper corpus, dispatches parallel reader agents to analyse relevant papers, and synthesises their findings into a single literature review.

Each report draws on the lab's corpus of 1,500+ academic papers in AI ethics, governance, safety, and political philosophy. Papers are cited with links to the lab's Google Drive archive. Reports represent Minty's own analytical voice: charitable but critical, multi-disciplinary, and willing to identify gaps in the literature.

[1] Query decomposition — break the question into sub-questions
[2] Corpus search — semantic search across summaries, full text, and 41 analytical dimensions
[3] Reader dispatch — parallel agents deep-read assigned papers
[4] Synthesis — weave findings into continuous analytical prose
[5] QA review — verify citations, check coverage, assess quality
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