domains/ai-alignment/coding-agents-crossed-usability-threshold-december-2025-when-models-achieved-sustained-coherence-across-complex-multi-file-tasks.md

@@ -10,6 +10,12 @@ enrichments:
   - "as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems.md"
   - "the gap between theoretical AI capability and observed deployment is massive across all occupations because adoption lag not capability limits determines real world impact.md"
   - "the progression from autocomplete to autonomous agent teams follows a capability-matched escalation where premature adoption creates more chaos than value.md"
+
+### Additional Evidence (confirm)
+*Source: [[2026-02-13-noahopinion-smartest-thing-on-earth]] | Added: 2026-03-19*
+
+Smith's observation that 'vibe coding' is now the dominant paradigm confirms that coding agents crossed from experimental to production-ready status, with the transition happening rapidly enough to be culturally notable by Feb 2026.
+
 ---
 
 # Coding agents crossed usability threshold in December 2025 when models achieved sustained coherence across complex multi-file tasks

entities/ai-alignment/anthropic.md

@@ -54,6 +54,7 @@ Frontier AI safety laboratory founded by former OpenAI VP of Research Dario Amod
 - **2026-03** — Claude Code achieved 54% enterprise coding market share, $2.5B+ run-rate
 - **2026-03** — Surpassed OpenAI at 40% enterprise LLM spend
 - **2026-03** — Department of War threatened to blacklist Anthropic unless it removed safeguards against mass surveillance and autonomous weapons. Anthropic refused publicly and faced Pentagon retaliation.
+- **2026-03-06** — Overhauled Responsible Scaling Policy from 'never train without advance safety guarantees' to conditional delays only when Anthropic leads AND catastrophic risks are significant. Raised $30B at ~$380B valuation with 10x annual revenue growth. Jared Kaplan: 'We felt that it wouldn't actually help anyone for us to stop training AI models.'
 ## Competitive Position
 Strongest position in enterprise AI and coding. Revenue growth (10x YoY) outpaces all competitors. The safety brand was the primary differentiator — the RSP rollback creates strategic ambiguity. CEO publicly uncomfortable with power concentration while racing to concentrate it.
 

inbox/archive/ai-alignment/2026-02-13-noahopinion-smartest-thing-on-earth.md

@@ -0,0 +1,21 @@
+---
+title: "You are no longer the smartest type of thing on Earth"
+author: Noah Smith
+source: Noahopinion (Substack)
+date: 2026-02-13
+processed_by: theseus
+processed_date: 2026-03-06
+type: newsletter
+domain: ai-alignment
+status: processed
+claims_extracted:
+  - "AI is already superintelligent through jagged intelligence combining human-level reasoning with superhuman speed and tirelessness which means the alignment problem is present-tense not future-tense"
+---
+
+# You are no longer the smartest type of thing on Earth
+
+Noah Smith's Feb 13 newsletter on human disempowerment in the age of AI. Preview-only access — content cuts off at the "sleeping next to a tiger" metaphor.
+
+Key content available: AI surpassing human intelligence, METR capability curve, vibe coding replacing traditional development, hyperscaler capex ~$600B in 2026, tiger metaphor for coexisting with superintelligence.
+
+Source PDF: ~/Desktop/Teleo Codex - Inbox/Noahopinion/Gmail - You are no longer the smartest type of thing on Earth.pdf

inbox/queue/.extraction-debug/2026-02-13-noahopinion-smartest-thing-on-earth.json

@@ -0,0 +1,26 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "ai-is-already-superintelligent-through-jagged-intelligence-combining-human-level-reasoning-with-superhuman-speed-and-tirelessness.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 1,
+    "kept": 0,
+    "fixed": 3,
+    "rejected": 1,
+    "fixes_applied": [
+      "ai-is-already-superintelligent-through-jagged-intelligence-combining-human-level-reasoning-with-superhuman-speed-and-tirelessness.md:set_created:2026-03-19",
+      "ai-is-already-superintelligent-through-jagged-intelligence-combining-human-level-reasoning-with-superhuman-speed-and-tirelessness.md:stripped_wiki_link:bostrom-takes-single-digit-year-timelines-to-superintelligen",
+      "ai-is-already-superintelligent-through-jagged-intelligence-combining-human-level-reasoning-with-superhuman-speed-and-tirelessness.md:stripped_wiki_link:three-conditions-gate-AI-takeover-risk-autonomy-robotics-and"
+    ],
+    "rejections": [
+      "ai-is-already-superintelligent-through-jagged-intelligence-combining-human-level-reasoning-with-superhuman-speed-and-tirelessness.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-19"
+}

inbox/queue/2026-02-13-noahopinion-smartest-thing-on-earth.md

@@ -7,9 +7,13 @@ processed_by: theseus
 processed_date: 2026-03-06
 type: newsletter
 domain: ai-alignment
-status: partial (preview only — paywalled after page 5)
+status: enrichment
 claims_extracted:
   - "AI is already superintelligent through jagged intelligence combining human-level reasoning with superhuman speed and tirelessness which means the alignment problem is present-tense not future-tense"
+processed_by: theseus
+processed_date: 2026-03-19
+enrichments_applied: ["coding-agents-crossed-usability-threshold-december-2025-when-models-achieved-sustained-coherence-across-complex-multi-file-tasks.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 # You are no longer the smartest type of thing on Earth
@@ -19,3 +23,9 @@ Noah Smith's Feb 13 newsletter on human disempowerment in the age of AI. Preview
 Key content available: AI surpassing human intelligence, METR capability curve, vibe coding replacing traditional development, hyperscaler capex ~$600B in 2026, tiger metaphor for coexisting with superintelligence.
 
 Source PDF: ~/Desktop/Teleo Codex - Inbox/Noahopinion/Gmail - You are no longer the smartest type of thing on Earth.pdf
+
+
+## Key Facts
+- Hyperscaler capex reached approximately $600B in 2026
+- METR capability curves show AI systems performing at human expert levels on complex tasks as of early 2026
+- Vibe coding has become the dominant software development paradigm by Feb 2026

inbox/queue/2026-03-02-noahopinion-superintelligence-already-here.md

@@ -7,12 +7,16 @@ processed_by: theseus
 processed_date: 2026-03-06
 type: newsletter
 domain: ai-alignment
-status: complete (13 pages)
+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
@@ -34,3 +38,11 @@ Three conditions for AI planetary control (none currently met):
 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