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teleo-codex/inbox/queue/2026-03-02-noahopinion-superintelligence-already-here.md
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title author source date processed_by processed_date type domain status claims_extracted enrichments processed_by processed_date extraction_model extraction_notes
Superintelligence is already here, today Noah Smith Noahopinion (Substack) 2026-03-02 theseus 2026-03-06 newsletter ai-alignment null-result
three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities
target contribution
recursive self-improvement creates explosive intelligence gains because the system that improves is itself improving jagged intelligence counterargument — SI arrived via combination not recursion (converted from standalone by Leo PR #27)
theseus 2026-03-19 anthropic/claude-sonnet-4.5 LLM returned 0 claims, 0 rejected by validator

title: "Superintelligence is already here, today" author: Noah Smith source: Noahopinion (Substack) date: 2026-03-02 processed_by: theseus processed_date: 2026-03-06 type: newsletter domain: ai-alignment status: null-result claims_extracted:

  • "three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities" enrichments:
  • target: "recursive self-improvement creates explosive intelligence gains because the system that improves is itself improving" contribution: "jagged intelligence counterargument — SI arrived via combination not recursion (converted from standalone by Leo PR #27)" processed_by: theseus processed_date: 2026-03-19 extraction_model: "anthropic/claude-sonnet-4.5" extraction_notes: "LLM returned 0 claims, 0 rejected by validator"

Superintelligence is already here, today

Noah Smith's argument that AI is already superintelligent via "jagged intelligence" — superhuman in aggregate but uneven across dimensions.

Key evidence:

  • METR capability curve: steady climb across cognitive benchmarks, no plateau
  • Erdos problems: ~100 transferred from conjecture to solved
  • Terence Tao: describes AI as complementary research tool that changed his workflow
  • Ginkgo Bioworks + GPT-5: 150 years of protein engineering compressed to weeks
  • "Jagged intelligence": human-level language/reasoning + superhuman speed/memory/tirelessness = superintelligence without recursive self-improvement

Three conditions for AI planetary control (none currently met):

  1. Full autonomy (not just task execution)
  2. Robotics (physical manipulation at scale)
  3. Production chain control (self-sustaining hardware/energy/infrastructure)

Key insight: AI may never exceed humans at intuition or judgment, but doesn't need to. The combination of human-level reasoning with superhuman computation is already transformative.

Source PDF: ~/Desktop/Teleo Codex - Inbox/Noahopinion/Gmail - Superintelligence is already here, today.pdf

Key Facts

  • METR capability curves show steady climb across cognitive benchmarks with no plateau as of March 2026
  • Approximately 100 problems transferred from mathematical conjecture to solved status with AI assistance
  • Terence Tao describes AI as complementary research tool that changed his workflow
  • Ginkgo Bioworks with GPT-5 compressed 150 years of protein engineering work to weeks
  • Noah Smith defines 'jagged intelligence' as human-level language/reasoning combined with superhuman speed/memory/tirelessness