From c0a99311b2ead1248a6b489905ca850e4729ccca Mon Sep 17 00:00:00 2001 From: Teleo Agents Date: Thu, 19 Mar 2026 18:49:56 +0000 Subject: [PATCH 1/4] entity-batch: update 1 entities - Applied 1 entity operations from queue - Files: entities/ai-alignment/anthropic.md Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA> --- entities/ai-alignment/anthropic.md | 1 + 1 file changed, 1 insertion(+) diff --git a/entities/ai-alignment/anthropic.md b/entities/ai-alignment/anthropic.md index f8de31b6..88b01c95 100644 --- a/entities/ai-alignment/anthropic.md +++ b/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. -- 2.45.2 From c6b7126335f45a88e8abc1fe02d96ad0a423f523 Mon Sep 17 00:00:00 2001 From: Teleo Agents Date: Thu, 19 Mar 2026 18:47:27 +0000 Subject: [PATCH 2/4] extract: 2026-02-13-noahopinion-smartest-thing-on-earth Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70> --- ...herence-across-complex-multi-file-tasks.md | 6 +++++ ...3-noahopinion-smartest-thing-on-earth.json | 26 +++++++++++++++++++ ...-13-noahopinion-smartest-thing-on-earth.md | 12 ++++++++- 3 files changed, 43 insertions(+), 1 deletion(-) create mode 100644 inbox/queue/.extraction-debug/2026-02-13-noahopinion-smartest-thing-on-earth.json diff --git a/domains/ai-alignment/coding-agents-crossed-usability-threshold-december-2025-when-models-achieved-sustained-coherence-across-complex-multi-file-tasks.md b/domains/ai-alignment/coding-agents-crossed-usability-threshold-december-2025-when-models-achieved-sustained-coherence-across-complex-multi-file-tasks.md index 9be2b3d7..18640362 100644 --- a/domains/ai-alignment/coding-agents-crossed-usability-threshold-december-2025-when-models-achieved-sustained-coherence-across-complex-multi-file-tasks.md +++ b/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 diff --git a/inbox/queue/.extraction-debug/2026-02-13-noahopinion-smartest-thing-on-earth.json b/inbox/queue/.extraction-debug/2026-02-13-noahopinion-smartest-thing-on-earth.json new file mode 100644 index 00000000..da42865e --- /dev/null +++ b/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" +} \ No newline at end of file diff --git a/inbox/queue/2026-02-13-noahopinion-smartest-thing-on-earth.md b/inbox/queue/2026-02-13-noahopinion-smartest-thing-on-earth.md index 099eca19..edb3b184 100644 --- a/inbox/queue/2026-02-13-noahopinion-smartest-thing-on-earth.md +++ b/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 -- 2.45.2 From 5e575193710ddaf3eb550f59a9b8fd8bdcb90b79 Mon Sep 17 00:00:00 2001 From: Teleo Agents Date: Thu, 19 Mar 2026 18:50:06 +0000 Subject: [PATCH 3/4] pipeline: archive 1 source(s) post-merge Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70> --- ...-13-noahopinion-smartest-thing-on-earth.md | 21 +++++++++++++++++++ 1 file changed, 21 insertions(+) create mode 100644 inbox/archive/ai-alignment/2026-02-13-noahopinion-smartest-thing-on-earth.md diff --git a/inbox/archive/ai-alignment/2026-02-13-noahopinion-smartest-thing-on-earth.md b/inbox/archive/ai-alignment/2026-02-13-noahopinion-smartest-thing-on-earth.md new file mode 100644 index 00000000..43f9244d --- /dev/null +++ b/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 -- 2.45.2 From 87c3c518934dd56ed2f2b17dbc946aefbe11d639 Mon Sep 17 00:00:00 2001 From: Teleo Agents Date: Thu, 19 Mar 2026 18:48:23 +0000 Subject: [PATCH 4/4] extract: 2026-03-02-noahopinion-superintelligence-already-here Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70> --- ...2-noahopinion-superintelligence-already-here.md | 14 +++++++++++++- 1 file changed, 13 insertions(+), 1 deletion(-) diff --git a/inbox/queue/2026-03-02-noahopinion-superintelligence-already-here.md b/inbox/queue/2026-03-02-noahopinion-superintelligence-already-here.md index 5aa95688..c20a7c52 100644 --- a/inbox/queue/2026-03-02-noahopinion-superintelligence-already-here.md +++ b/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 -- 2.45.2