I need labor/social impact signals
Coverage of labor displacement, bias, autonomy, and who absorbs real-world costs when systems fail.
Path active (12)Library
The AI Safety Map
A unified map of catalog episodes, Spotlight queue picks, TED talks, in-site editorials (briefings and maps), and the same shelf and intent filters across all of them. Leader profiles and timelines live under Leaders Watch — use the pill below — and are also included in site search.
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Focus matched: I need labor/social impact signals
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Question-led pathways with a tightly curated shortlist from across podcasts, documents, and talks.
Civilisational risk and strategy
AXRP
5 Jan 2021
Learning Human Biases with Rohin Shah
Auto-discovered from AXRP. Editorial summary pending review.
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Med 0 · avg -3 · 53 segs
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AXRP
6 Jun 2025
Owain Evans on LLM Psychology
This conversation examines society and jobs through Owain Evans on LLM Psychology, surfacing the assumptions, failure paths, and strategic choices that matter most for real-world deployment.
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Med 0 · avg -6 · 124 segs
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Future of Life Institute Podcast
5 Mar 2026
How AI Hacks Your Brain's Attachment System (with Zak Stein)
This conversation examines society and jobs through How AI Hacks Your Brain's Attachment System (with Zak Stein), surfacing the assumptions, failure paths, and strategic choices that matter most for real-world deployment.
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Med 0 · avg -3 · 102 segs
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Future of Life Institute Podcast
27 Jan 2026
How to Rebuild the Social Contract After AGI (with Deric Cheng)
This conversation examines society and jobs through How to Rebuild the Social Contract After AGI (with Deric Cheng), surfacing the assumptions, failure paths, and strategic choices that matter most for real-world deployment.
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Med 0 · avg -3 · 60 segs
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Future of Life Institute Podcast
16 May 2025
Will Future AIs Be Conscious? (with Jeff Sebo)
This conversation examines philosophy through Will Future AIs Be Conscious? (with Jeff Sebo), surfacing the assumptions, failure paths, and strategic choices that matter most for real-world deployment.
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Med 0 · avg -3 · 87 segs
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The TED AI Show
11 Jun 2024
Why we can't fix bias with more AI w/ Patrick Lin
This conversation examines core safety through Why we can't fix bias with more AI w/ Patrick Lin, surfacing the assumptions, failure paths, and strategic choices that matter most for real-world deployment.
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Med 0 · avg -1 · 28 segs
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The TED AI Show
18 Jun 2024
Your next best friend may be 100% AI w/ Purnendu Mukherjee
This conversation examines core safety through Your next best friend may be 100% AI w/ Purnendu Mukherjee, surfacing the assumptions, failure paths, and strategic choices that matter most for real-world deployment.
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Med 0 · avg -0 · 26 segs
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Governance, institutions, and power
TED Talks
Date pending
Joy Buolamwini — How I'm fighting bias in algorithms
Buolamwini demonstrates how dataset and evaluation failures become asymmetric real-world harm, especially when face and identity systems are operationalized in high-stakes settings. The talk connects technical error patterns to structural accountability gaps.
Risk-forward
Mixed
Opportunity
FeaturedTEDalgorithmic-biasfairnesspublic-harms
TED Talks
Date pending
Nita Farahany — Your right to mental privacy in the age of brain-sensing tech
Farahany argues that brain-sensing technologies move AI-era governance into a new domain: mental privacy. She frames cognitive liberty as a rights architecture question that must be settled before sensing systems normalize.
Risk-forward
Mixed
Opportunity
TEDautonomyneuro-rightsprivacy
Society, work, and human agency
Diary of a CEO
11 Feb 2026
AI Will Replace Most Knowledge Workers
Labor disruption claims and managerial framing presented for non-specialist listeners.
Risk-forward
Mixed
Opportunity
Spotlightai-safetydiary-of-a-ceosociety
Future of Life Institute Podcast
27 Jun 2025
Preparing for an AI Economy (with Daniel Susskind)
This conversation examines society and jobs through Preparing for an AI Economy (with Daniel Susskind), surfacing the assumptions, failure paths, and strategic choices that matter most for real-world deployment.
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Med 0 · avg -0 · 62 segs
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Lex Fridman Podcast
15 Oct 2022
Kate Darling on Social Robots, Ethics, and Privacy (Lex Fridman)
A discussion on human-robot interaction, trust formation, and practical ethics in systems designed for social influence.
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Med 0 · avg -2 · 145 segs
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