Validations Queue
75,032 candidate doc → node links pending adjudication. Each was auto-generated by cosine similarity ≥ 0.55 between document and prediction embeddings (bge-base-en-v1.5, 768-dim). Showing page 48 of 51, 50 rows by similarity. Adjudicating updates doc_node_links.reviewed=true with the chosen polarity, writes per-link rows to audit_log, and removes the row from this queue. Phase 4 inference will use confirmed corroborates/contradicts links as Bayesian evidence.
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Bulk auto-confirm by similarity threshold
Confirm or label (corroborates / contradicts) all unreviewed links above a similarity threshold in one transaction. Each affected row writes a per-link audit_log entry. Capped at 1,000 links per call. Use Preview first.
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| Sim | Doc | Source | Pred | Domain | Prior | |
|---|---|---|---|---|---|---|
| 0.70 | arxiv 2026-06-09 | INF_014 Data-center industry could emit up to 2.5 billion tons of CO2 cumulatively through 2030 if powered primarily by fossil fuels — a scale that materially delays global climate-pledge compliance. Morgan Stanley | Energy | 42% | ||
| 0.70 | arxiv 2026-06-09 | CMQ_058 Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency. Alex Finn | AI/Compute | 59% | ||
| 0.70 | arxiv 2026-06-09 | CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei | AI/Compute | 19% | ||
| 0.70 | Will the price of Bitcoin be above $64,000 on June 12?(market prob: 35%) | polymarket 2026-06-05 | CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor | Crypto | 20% | |
| 0.70 | Will the price of Bitcoin be above $54,000 on June 12?(market prob: 100%) | polymarket 2026-06-05 | CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor | Crypto | 20% | |
| 0.70 | arxiv 2026-06-10 | AUT_020 AI-driven adaptive learning platforms operating with near-total autonomy — human teachers transition from content deliverers to motivational 'guides' while AI handles entirety of core academic instruction. Short highly-focused 'Pomodoro' sessions manag... MacKenzie Price | Education | 49% | ||
| 0.70 | arxiv 2026-06-10 | IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba | AI | 79% | ||
| 0.70 | arxiv 2026-06-10 | CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei | AI/Compute | 19% | ||
| 0.70 | arxiv 2026-06-10 | IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba | AI | 79% | ||
| 0.70 | Will the price of Bitcoin be above $64,000 on June 13?(market prob: 18%) | polymarket 2026-06-06 | CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor | Crypto | 20% | |
| 0.70 | Will the price of Bitcoin be above $66,000 on June 14?(market prob: 6%) | polymarket 2026-06-07 | CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor | Crypto | 20% | |
| 0.70 | arxiv 2026-06-11 | ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba | Robotics | 62% | ||
| 0.70 | manifold 2026-06-13 | 234_021 OpenAI will launch consumer AI devices in 2027 Peter Diamandis | AI | 50% | ||
| 0.70 | manifold 2026-06-13 | 229_023 First Figure robot in a customer's home expected 2027-2029 timeframe. Brett Adcock | Robotics | 38% | ||
| 0.70 | Will the price of Bitcoin be above $70,000 on June 16?(market prob: 1%) | polymarket 2026-06-09 | CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor | Crypto | 20% | |
| 0.70 | Will the price of Bitcoin be above $58,000 on June 16?(market prob: 100%) | polymarket 2026-06-09 | CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor | Crypto | 20% | |
| 0.70 | manifold 2026-06-15 | S_AI_PAUSE_2026 Major-country AI pause beginning 2026 | ai_regulatory_pause | 5% | ||
| 0.70 | github_release 2026-06-15 | 231_001 Anthropic model family is closest to embodying the singularity and recursive self-improvement today. Alex Wissner-Gross | AI | 41% | ||
| 0.70 | arxiv 2026-06-15 | 233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt | AI | 39% | ||
| 0.70 | arxiv 2026-06-15 | CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei | AI/Compute | 19% | ||
| 0.70 | arxiv 2026-06-15 | ROB_026 Autonomous AI agents will execute multi-stage cyberattacks at machine speeds far surpassing the defensive capabilities of human security teams — bad actors will utilize the same multi-agent paradigms that enable legitimate corporate organizations, targ... Alex Finn | Defense | 77% | ||
| 0.70 | arxiv 2026-06-15 | CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley | AI/Compute | 35% | ||
| 0.70 | arxiv 2026-06-14 | CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei | AI/Compute | 19% | ||
| 0.70 | arxiv 2026-06-14 | CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei | AI/Compute | 19% | ||
| 0.70 | arxiv 2026-06-14 | CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei | AI/Compute | 19% | ||
| 0.70 | arxiv 2026-06-15 | 238_025 AI computer-use benchmarks (OSWorld, Tbench) have broken through human level Emad Mostaque | AI | 45% | ||
| 0.70 | arxiv 2026-06-15 | ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba | Robotics | 62% | ||
| 0.70 | arxiv 2026-06-16 | CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei | AI/Compute | 19% | ||
| 0.70 | arxiv 2026-06-15 | CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei | AI/Compute | 19% | ||
| 0.70 | arxiv 2026-06-17 | SEM_047 At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run. Jimmy Ba | AI/Hardware | 71% | ||
| 0.70 | arxiv 2026-06-17 | CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley | AI/Compute | 35% | ||
| 0.70 | arxiv 2026-06-17 | CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley | AI/Compute | 35% | ||
| 0.70 | arxiv 2026-06-17 | 235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross | AI | 35% | ||
| 0.70 | arxiv 2026-06-16 | CMQ_056 Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency. Dario Amodei | AI/Compute | 19% | ||
| 0.70 | arxiv 2026-06-17 | CYB_025 The legal profession must transition from viewing AI as a 'prompter' to an active 'partner' — when an autonomous AI consultant hallucinates legal precedent or medical diagnosis, traditional corporate malpractice frameworks fail; courts must rapidly est... Ralph Losey | Other | 77% | ||
| 0.70 | arxiv 2026-06-17 | ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba | Robotics | 62% | ||
| 0.70 | Will Bitcoin reach $82,500 in April?(market prob: 0%) | polymarket 2026-04-22 | CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor | Crypto | 20% | |
| 0.70 | Will Tucker Carlson win the 2028 US Presidential Election?(market prob: 3%) | polymarket 2025-07-08 | 236_011 Independent/third party presidential run possible in 2028 election Andrew Yang | Geopolitics | 46% | |
| 0.70 | Will Anthropic release Claude Opus 5 by August 31, 2026?(market prob: 68%) | manifold 2026-04-29 | 235_002 Anthropic will exceed OpenAI in revenue this year (2026). Dave Blundin | AI | 75% | |
| 0.70 | Humanoid robot walking around me within a year?(market prob: 14%) | manifold 2026-04-26 | SEM_041 At least 100,000 personal AI robots will be preordered in 2025 (driven by speech/vision/dexterity advances). Brett Adcock | Robotics | 42% | |
| 0.70 | codex_research_pack 2025-03-19 | COD_AI_004 Frontier agents reach one-workday autonomous task horizon by end 2027 Codex Research Pack | AI | 36% | ||
| 0.70 | codex_research_pack 2026-04-26 | COD_AI_004 Frontier agents reach one-workday autonomous task horizon by end 2027 Codex Research Pack | AI | 36% | ||
| 0.70 | codex_research_pack 2026-01-06 | COD_AI_001 Vera Rubin becomes commercially available across major cloud and OEM partners by H2 2026 Codex Research Pack | Technology | 51% | ||
| 0.70 | codex_research_pack 2026-03-16 | COD_AI_001 Vera Rubin becomes commercially available across major cloud and OEM partners by H2 2026 Codex Research Pack | Technology | 51% | ||
| 0.70 | codex_research_pack 2026-03-16 | COD_AI_002 At least one 1 GW Vera Rubin frontier-training cluster reaches deployment by Q1 2027 Codex Research Pack | AI/Compute | 40% | ||
| 0.70 | codex_research_pack 2026-03-16 | COD_TECH_001 A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps Codex Research Pack | Semis | 50% | ||
| 0.70 | codex_research_pack 2026-04-28 | COD_AI_003 EU AI Act GPAI enforcement powers begin on 2026-08-02 without a blanket delay Codex Research Pack | Geopolitics | 40% | ||
| 0.70 | codex_research_pack 2026-04-28 | COD_AI_003 EU AI Act GPAI enforcement powers begin on 2026-08-02 without a blanket delay Codex Research Pack | Geopolitics | 40% | ||
| 0.70 | codex_research_pack 2026-04-29 | COD_ROB_001 Figure sustains a one-robot-per-hour Figure 03 production run-rate for at least 30 consecutive days by Q4 2026 Codex Research Pack | Robotics | 24% | ||
| 0.70 | codex_research_pack 2026-04-29 | COD_ROB_003 At least two humanoid vendors exceed 1,000 cumulative deployed robots by end 2027 Codex Research Pack | Robotics | 33% |