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teleo-codex/inbox/queue/2026-00-00-darioamodei-machines-of-loving-grace.md
Teleo Agents 6459163781 epimetheus: source archive restructure — 537 files reorganized 
inbox/queue/ (52 unprocessed) — landing zone for new sources
inbox/archive/{domain}/ (311 processed) — organized by domain
inbox/null-result/ (174) — reviewed, nothing extractable

One-time atomic migration. All paths preserved (wiki links use stems).

Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA>
2026-03-18 11:52:23 +00:00

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title author source date url processed_by processed_date type status claims_extracted cross_domain_flags
Machines of Loving Grace Dario Amodei darioamodei.com 2026-01-01 https://darioamodei.com/essay/machines-of-loving-grace theseus 2026-03-07 essay complete (10,000+ words)
marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power
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health Compressed 21st century: 50-100 years of biological progress in 5-10 years. Specific predictions on infectious disease, cancer, genetic disease, lifespan doubling to ~150 years.
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internet-finance Economic development predictions: 20% annual GDP growth in developing world, East Asian growth model replicated via AI.
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foundations 'Country of geniuses in a datacenter' definition of powerful AI. Opt-out problem creating dystopian underclass.

Machines of Loving Grace

Dario Amodei's positive AI thesis. Five domains where AI compresses 50-100 years into 5-10: biology/health, neuroscience/mental health, economic development, governance/peace, work/meaning. Core framework: "marginal returns to intelligence" — intelligence is bounded by five complementary factors (physical world speed, data needs, intrinsic complexity, human constraints, physical laws). Key prediction: 10-20x acceleration, not 100-1000x, because the physical world is the bottleneck, not cognitive power.