Anthropic — How Scientists Use Claude (Anthropic Research / Economics, 2026-11-05; subscribed-feed capture) — unattended; 1 source, 2 concepts opening the AI & science thread (AI Use Tracks AI Capability, AI-Accelerated Science), all tagged auto-ingested. Updated The Bottleneck Shift (science usage evidence + 1 contradiction: is the what-to-do bottleneck durable? 72% expect AI to match top researchers at ideation by 2030), Individual vs Organizational AI Gains (adoption lags capability; J-curve), Agent Autonomy Spectrum (measured autonomy 23.7% / 64.1% / >70%), Token Shortage (AI cost caps acceleration ~16×), AI and Employment — Replacement vs Expansion (task-level evidence), Human-in-the-Loop by Exception (see-also, not grounding), What's Scarce When Execution Is Cheap, Anthropic (Claude Science, Economics team, Cowork), Claude Code (science usage; Cowork is a separate surface), Dario Amodei ("Machines of Loving Grace"), Overview, index. Method Reflection: sharpened T3 (AI takes analysis + writing, humans keep ideation; that split may not last). Seed Match Process Weight to Stage and Stakes: second promotion-candidate callout (verdict: analogy only). 3 needs-your-call (1 contradiction, 1 promotion candidate, ops). qmd search still broken (Node ABI) — searched with grep.

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