Manhattan Project for AI Safety [Connor Leahy] @MachineLearningStreetTalk
Manhattan Project for AI Safety [Connor Leahy]  @MachineLearningStreetTalk
Uploaded March 2025 | Updated September 2026, 1 week ago
Connor Leahy and Gabriel Alfour, AI researchers from Conjecture and authors of "The Compendium," join us for a critical discussion centered on Artificial Superintelligence (ASI) safety and governance. Drawing from their comprehensive analysis in "The Compendium," they articulate a stark warning about the existential risks inherent in uncontrolled AI development, framing it through the lens of "intelligence domination"—where a sufficiently advanced AI could subordinate humanity, much like humans dominate less intelligent species.

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TRANSCRIPT + REFS + NOTES:
dropbox.com/scl/fi/p86l75y4o2ii40df5t7no/Compendium.pdf?rlkey=tukczgf3flw133sr9rgss0pnj&dl=0
Transcript (new system): app.rescript.info/public/share/FObT5GvZYfnixs-aSAD8px4Je_4_aC1kHYG76bvBBRU

thecompendium.ai
en.wikipedia.org/wiki/Connor_Leahy
https://www.conjecture.dev/about
substack.com/@gabecc​

TOC:
1. AI Intelligence and Safety Fundamentals
[00:00:00] 1.1 Understanding Intelligence and AI Capabilities
[00:06:20] 1.2 Emergence of Intelligence and Regulatory Challenges
[00:10:18] 1.3 Human vs Animal Intelligence Debate
[00:18:00] 1.4 AI Regulation and Risk Assessment Approaches
[00:26:14] 1.5 Competing AI Development Ideologies

2. Economic and Social Impact
[00:29:10] 2.1 Labor Market Disruption and Post-Scarcity Scenarios
[00:32:40] 2.2 Institutional Frameworks and Tech Power Dynamics
[00:37:40] 2.3 Ethical Frameworks and AI Governance Debates
[00:40:52] 2.4 AI Alignment Evolution and Technical Challenges

3. Technical Governance Framework
[00:55:07] 3.1 Three Levels of AI Safety: Alignment, Corrigibility, and Boundedness
[00:55:30] 3.2 Challenges of AI System Corrigibility and Constitutional Models
[00:57:35] 3.3 Limitations of Current Boundedness Approaches
[00:59:11] 3.4 Abstract Governance Concepts and Policy Solutions

4. Democratic Implementation and Coordination
[00:59:20] 4.1 Governance Design and Measurement Challenges
[01:00:10] 4.2 Democratic Institutions and Experimental Governance
[01:14:10] 4.3 Political Engagement and AI Safety Advocacy
[01:25:30] 4.4 Practical AI Safety Measures and International Coordination

CORE REFS:
[00:01:45] The Compendium (2023), Leahy et al.
pdf.thecompendium.ai/the_compendium.pdf

[00:06:50] Geoffrey Hinton Leaves Google, BBC News
bbc.com/news/world-us-canada-65452940

[00:10:00] ARC-AGI, Chollet
arcprize.org/arc-agi

[00:13:25] A Brief History of Intelligence, Bennett
amazon.com/Brief-History-Intelligence-Humans-Breakthroughs/dp/0063286343

[00:25:35] Statement on AI Risk, Center for AI Safety
safe.ai/work/statement-on-ai-risk

[00:26:15] Machines of Love and Grace, Amodei
darioamodei.com/machines-of-loving-grace

[00:26:35] The Techno-Optimist Manifesto, Andreessen
a16z.com/the-techno-optimist-manifesto

[00:31:55] Techno-Feudalism, Varoufakis
amazon.co.uk/Technofeudalism-Killed-Capitalism-Yanis-Varoufakis/dp/1847927270

[00:42:40] Introducing Superalignment, OpenAI
openai.com/index/introducing-superalignment

[00:47:20] Three Laws of Robotics, Asimov
britannica.com/topic/Three-Laws-of-Robotics

[00:50:00] Symbolic AI (GOFAI), Haugeland
en.wikipedia.org/wiki/Symbolic_artificial_intelligence

[00:52:30] Intent Alignment, Christiano
alignmentforum.org/posts/HEZgGBZTpT4Bov7nH/mapping-the-conceptual-territory-in-ai-existential-safety

[00:55:10] Large Language Model Alignment: A Survey, Jiang et al.
arxiv.org/pdf/2309.15025

[00:55:40] Constitutional Checks and Balances, Bok
https://plato.stanford.edu/entries/montesquieu/

[00:59:25] Goodhart's Law, Manheim & Garrabrant
arxiv.org/pdf/1803.04585

[01:00:25] French Constitution Article 37-1, French National Assembly
https://www2.assemblee-nationale.fr/langues/welcome-to-the-english-website-of-the-french-national-assembly

[01:03:00] Intelligence Enhancement and AI Alignment, Yudkowsky
intelligence.org/files/AIPosNegFactor.pdf

[01:14:10] UK Government AI Regulation Response, UK Government
gov.uk/government/consultations/ai-regulation-a-pro-innovation-approach-policy-proposals/outcome/a-pro-innovation-approach-to-ai-regulation-government-response

[01:20:20] French AI Action Summit, Caroli
csis.org/analysis/frances-ai-action-summit

[01:20:45] Holden Karnofsky Joins Anthropic, Fortune Magazine
fortune.com/2025/02/13/anthropic-hired-president-daniela-amodei-husband-ai-safety-responsible-scaling

[01:25:35] Kill Switch Mechanisms, IEEE/ISO
arxiv.org/html/2410.22151v1
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Machine Learning Street Talk |

Manhattan Project for AI Safety [Connor Leahy]

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