teleo-codex/inbox/archive/2026-03-02-noahopinion-superintelligence-already-here.md
m3taversal a246972967 leo: convert 2 standalone claims to enrichments + tighten evaluator framework
- What: Delete jagged intelligence and J-curve standalone claims, enrich their
  target claims instead. Add enrichment-vs-standalone gate, evidence bar by
  confidence level, and source quality assessment to evaluator framework.
- Why: Post-Phase 2 calibration. Both claims were reframings of existing claims,
  not genuinely new mechanisms. 0 rejections across 22 PRs suggests evaluator
  leniency. This corrects both the specific errors and the framework gap.
- Changes:
  - DELETE: jagged intelligence standalone → ENRICH: RSI claim with counterargument
  - DELETE: J-curve standalone → ENRICH: knowledge embodiment lag with AI-specific data
  - UPDATE: _map.md, three-conditions wiki links, source archive metadata
  - UPDATE: agents/leo/reasoning.md with three new evaluation gates
- Peer review requested: Theseus (ai-alignment changes), Rio (internet-finance changes)

Pentagon-Agent: Leo <76FB9BCA-CC16-4479-B3E5-25A3769B3D7E>

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-06 14:38:59 +00:00

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---
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
status: complete (13 pages)
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)"
---
# 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