Validations Queue
111,300 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 30 of 31, 100 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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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 | |
|---|---|---|---|---|---|---|
| 0.56 | github_release 2025-06-04 | 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% | ||
| 0.56 | github_release 2020-10-22 | S_HUMANOID_CONSUMER_2030 Humanoid R3: 1M+ consumer by Nov 2030 | humanoid_deployment | 20% | ||
| 0.56 | github_release 2020-10-22 | TK11 Autonomous Regulatory Block (Level 4 Halt) | — | 10% | ||
| 0.56 | github_release 2020-05-25 | 246_024 Something really bad will happen if OpenAI catches up/Grok 5 releases (forced mythos out the door). Dave Blundin | AI | 45% | ||
| 0.56 | github_release 2020-08-17 | 230_016 Data center regulation in NY/elsewhere will accelerate moving compute to orbit (Dyson swarm). Alex Wissner-Gross | Space | 10% | ||
| 0.56 | github_release 2020-09-30 | 231_015 Next Deep Seek model release will be when Chinese open-weight models catch up to American frontier models. Alex Wissner-Gross | AI | 34% | ||
| 0.56 | github_release 2020-09-18 | AUT_012 True AGI arrives 2030-2035 (5-10 years from 2026) based on advanced 'world model systems' — current LLM architecture insufficient for generalized autonomy due to lack of temporal consistency and deep reasoning; world models inherently understand/simula... Demis Hassabis | AI | 38% | ||
| 0.56 | github_release 2020-03-05 | INF_035 Advanced U.S. manufacturing capacity for 3D-printed liquid-cooling plates will scale rapidly — Fabric8Labs secured $50M (NEA + Intel Capital) specifically to address the AI-DC thermal bottleneck with electrochemically-deposited intricate cold-plate geo... Fabric8Labs (NEA / Intel Capital funded) | Semis | 65% | ||
| 0.56 | github_release 2024-08-29 | 232_014 Recursive self-improvement is already here, not 12 months away. Alex Wissner-Gross | AI | 70% | ||
| 0.56 | github_release 2024-07-08 | S_HUMANOID_CONSUMER_2030 Humanoid R3: 1M+ consumer by Nov 2030 | humanoid_deployment | 20% | ||
| 0.56 | github_release 2026-04-14 | 243_004 Uber would welcome Tesla on platform once camera-only FSD is safe Dara Khosrowshahi | Auto/Transport | 44% | ||
| 0.56 | github_release 2026-04-23 | 229_028 Figure will NOT license out its neural net or hardware IP to third-party form-factor builders. Brett Adcock | Robotics | 69% | ||
| 0.56 | github_release 2025-09-29 | AUT_012 True AGI arrives 2030-2035 (5-10 years from 2026) based on advanced 'world model systems' — current LLM architecture insufficient for generalized autonomy due to lack of temporal consistency and deep reasoning; world models inherently understand/simula... Demis Hassabis | AI | 38% | ||
| 0.56 | github_release 2025-08-13 | 240_020 New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI Dave Blundin | AI | 46% | ||
| 0.56 | github_release 2025-12-12 | CYB_003 Localized, ungoverned multi-agent networks will spontaneously generate their own social networks, governance manifestos, debated ethics, and closed-loop digital economies — exemplified by the Moltbook platform in early 2026 where 150,000+ autonomous AI... Alex Finn | AI | 55% | ||
| 0.56 | github_release 2019-06-24 | 230_040 AI capability/accuracy will improve recursively; output-checking issues will be eliminated quickly. Peter Diamandis | AI | 27% | ||
| 0.56 | github_release 2025-11-19 | 235_008 Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months. Alex Wissner-Gross | AI | 42% | ||
| 0.56 | github_release 2023-02-10 | S_HUMANOID_CONSUMER_2030 Humanoid R3: 1M+ consumer by Nov 2030 | humanoid_deployment | 20% | ||
| 0.56 | github_release 2023-01-07 | 234_051 Claude-facilitated dating will replace traditional matchmaking Alex Wissner-Gross | Consumer | 38% | ||
| 0.56 | github_release 2021-06-22 | S_ROBOTAXI_TESLA_2026 Tesla FSD unsupervised wide deployment by Nov 2026 | robotaxi_deployment | 40% | ||
| 0.56 | github_release 2023-02-23 | 242_051 Dyson swarm compute infrastructure will be realized in a few years Alex Wissner-Gross | Space | 24% | ||
| 0.56 | github_release 2020-09-15 | AI_010 The 2026 development landscape has entered the 'Slopacolypse' — AI writes the vast majority of new code, developer manual-coding skills atrophy, and engineering transitions from syntax-writing to high-level architectural prompting and 'vibe coding'. Andrej Karpathy | AI | 90% | ||
| 0.56 | github_release 2020-09-15 | CYB_029 Corporate API providers will increasingly restrict third-party agent harnesses (exemplified by Anthropic's April 2026 ban of OpenClaw) — this structural conflict highlights the precarious nature of building autonomous enterprises atop proprietary APIs,... Anthropic | AI | 80% | ||
| 0.56 | github_release 2020-09-18 | INF_026 'Software 3.0' LLM infrastructure will operate like public utilities — requiring massive upfront capex (training compute, specialized hardware), specialized networking protocols for synchrony across hundreds of thousands of GPUs, and flawless uninterru... Andrej Karpathy | AI | 64% | ||
| 0.56 | github_release 2022-03-25 | 236_028 AI chatbot/AI romance trend growing unfortunately Andrew Yang | Consumer | 51% | ||
| 0.56 | github_release 2022-08-23 | 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% | ||
| 0.56 | github_release 2026-03-17 | CMQ_026 NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence. Jensen Huang | Semis | 83% | ||
| 0.56 | github_release 2023-08-29 | CYB_029 Corporate API providers will increasingly restrict third-party agent harnesses (exemplified by Anthropic's April 2026 ban of OpenClaw) — this structural conflict highlights the precarious nature of building autonomous enterprises atop proprietary APIs,... Anthropic | AI | 80% | ||
| 0.56 | github_release 2023-02-10 | 234_051 Claude-facilitated dating will replace traditional matchmaking Alex Wissner-Gross | Consumer | 38% | ||
| 0.56 | github_release 2023-01-07 | 241_031 Scientists don't agree yet on approach for recursive self-improvement Eric Schmidt | AI | 48% | ||
| 0.56 | github_release 2025-08-12 | CMQ_010 True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient. Demis Hassabis | AI | 49% | ||
| 0.56 | github_release 2021-08-19 | AI_017 NVIDIA will make Agentic AI the primary demand vector via two specialized products: the 'NemoClaw' developer toolkit for building/orchestrating autonomous agents, and the 'Vera CPU rack' hardware platform explicitly designed to host, deploy, and execut... Jensen Huang | Semis | 75% | ||
| 0.56 | github_release 2022-06-27 | 247_057 Parameter scaling race is over; frontier labs plateauing at 10T parameters Alex Wissner-Gross | AI | 28% | ||
| 0.56 | github_release 2024-06-21 | 247_057 Parameter scaling race is over; frontier labs plateauing at 10T parameters Alex Wissner-Gross | AI | 28% | ||
| 0.56 | github_release 2025-08-13 | AUT_012 True AGI arrives 2030-2035 (5-10 years from 2026) based on advanced 'world model systems' — current LLM architecture insufficient for generalized autonomy due to lack of temporal consistency and deep reasoning; world models inherently understand/simula... Demis Hassabis | AI | 38% | ||
| 0.56 | github_release 2025-08-13 | COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack | Biotech/Longevity | 47% | ||
| 0.56 | github_release 2024-06-28 | 248_032 First-generation neural uploads will be destructive; 2nd-4th generation will be non-destructive. Alex Wissner-Gross | Biotech/Longevity | 42% | ||
| 0.56 | github_release 2020-11-10 | 240_020 New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI Dave Blundin | AI | 46% | ||
| 0.56 | github_release 2020-05-25 | CMQ_044 Future data-center architectures optimized for agentic workflows may require 1:2 or even 2:1 CPU-to-GPU ratio (vs historical 1:12) to prevent GPU idle-waiting. Morgan Stanley | AI/Compute | 65% | ||
| 0.56 | github_release 2020-06-12 | CYB_010 Agentic commerce will radically redistribute — not grow — the global commerce stack, severely affecting traditional software platforms, global payment processors, digital advertising networks, and physical logistics providers. Consumer delegation of pr... Morgan Stanley | Markets/Stocks | 70% | ||
| 0.56 | github_release 2019-06-24 | CMQ_015 Algorithmic efficiencies will deliver ~0.5 OOMs per year of additional effective compute through 2027 — pure multiplier on raw FLOPs. Leopold Aschenbrenner | AI | 50% | ||
| 0.56 | github_release 2019-06-24 | S_ASI_SLOW_2040PLUS ASI slow: post-2040 / soft takeoff | asi_recursive_self_improvement | 60% | ||
| 0.56 | github_release 2023-04-05 | CMQ_024 'Tokens per Watt' is the defining Key Performance Indicator (KPI) for the modern digital economy. Jensen Huang | AI/Compute | 54% | ||
| 0.56 | github_release 2025-11-11 | CYB_003 Localized, ungoverned multi-agent networks will spontaneously generate their own social networks, governance manifestos, debated ethics, and closed-loop digital economies — exemplified by the Moltbook platform in early 2026 where 150,000+ autonomous AI... Alex Finn | AI | 55% | ||
| 0.56 | github_release 2025-10-01 | CMQ_010 True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient. Demis Hassabis | AI | 49% | ||
| 0.56 | github_release 2025-08-12 | IND_005 Convergence of computational biology + AI-driven data modeling + CRISPR gene editing enables bringing back extinct species — Form Bio platform (spun out 2022) enables successful resurrection of woolly mammoth and Tasmanian tiger within the decade (by ~... Ben Lamm | Biotech/Longevity | 33% | ||
| 0.56 | github_release 2021-06-22 | 240_020 New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI Dave Blundin | AI | 46% | ||
| 0.56 | github_release 2022-12-08 | 235_010 Plugins/marketplaces will get built into baseline models and won't need to exist independently. Alex Wissner-Gross | AI | 38% | ||
| 0.56 | github_release 2020-11-26 | 231_015 Next Deep Seek model release will be when Chinese open-weight models catch up to American frontier models. Alex Wissner-Gross | AI | 34% | ||
| 0.56 | github_release 2024-10-30 | TK01 AGI Capability Plateau (2026-27 Training Stall) | — | 15% | ||
| 0.56 | github_release 2022-03-25 | CMQ_055 Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes. Brett Adcock | Robotics | 29% | ||
| 0.56 | github_release 2022-06-13 | 247_057 Parameter scaling race is over; frontier labs plateauing at 10T parameters Alex Wissner-Gross | AI | 28% | ||
| 0.56 | github_release 2026-04-09 | 231_015 Next Deep Seek model release will be when Chinese open-weight models catch up to American frontier models. Alex Wissner-Gross | AI | 34% | ||
| 0.56 | github_release 2025-09-29 | 235_010 Plugins/marketplaces will get built into baseline models and won't need to exist independently. Alex Wissner-Gross | AI | 38% | ||
| 0.56 | github_release 2024-09-04 | 229_028 Figure will NOT license out its neural net or hardware IP to third-party form-factor builders. Brett Adcock | Robotics | 69% | ||
| 0.56 | github_release 2020-06-12 | CYB_009 Hardware-software alignment will force widespread foundational-codebase rewrites — exemplified by Midjourney's strategic migration from Google TPU architecture to native GPU framework, enabling hyper-fast personalization, HD generation, and massive par... David Holz | AI | 77% | ||
| 0.56 | github_release 2020-05-25 | 240_020 New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI Dave Blundin | AI | 46% | ||
| 0.56 | github_release 2020-06-12 | INF_026 'Software 3.0' LLM infrastructure will operate like public utilities — requiring massive upfront capex (training compute, specialized hardware), specialized networking protocols for synchrony across hundreds of thousands of GPUs, and flawless uninterru... Andrej Karpathy | AI | 64% | ||
| 0.56 | github_release 2020-06-12 | 248_050 Opus 4.7 removes manual dials; prompts become the new hyperparameters. Alex Wissner-Gross | AI | 45% | ||
| 0.56 | github_release 2020-06-11 | 241_011 By end of 2026, no one will write code manually - it'll be a quaint skill Peter Diamandis | Labor/Jobs | 47% | ||
| 0.56 | github_release 2020-06-11 | 241_013 Agents from incompatible vendors combined will produce unpredictable effects Eric Schmidt | AI | 45% | ||
| 0.56 | github_release 2020-05-30 | CYB_009 Hardware-software alignment will force widespread foundational-codebase rewrites — exemplified by Midjourney's strategic migration from Google TPU architecture to native GPU framework, enabling hyper-fast personalization, HD generation, and massive par... David Holz | AI | 77% | ||
| 0.56 | github_release 2022-06-06 | 245_033 Colossal will work to reintroduce all de-extincted species back into their environments Ben Lamm | Biotech/Longevity | 44% | ||
| 0.56 | github_release 2025-08-14 | TK11 Autonomous Regulatory Block (Level 4 Halt) | — | 10% | ||
| 0.56 | github_release 2019-06-14 | INF_009 The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute. Alex Wissner-Gross | AI | 17% | ||
| 0.56 | github_release 2024-09-16 | S_HUMANOID_CONSUMER_2030 Humanoid R3: 1M+ consumer by Nov 2030 | humanoid_deployment | 20% | ||
| 0.56 | github_release 2022-12-14 | CYB_003 Localized, ungoverned multi-agent networks will spontaneously generate their own social networks, governance manifestos, debated ethics, and closed-loop digital economies — exemplified by the Moltbook platform in early 2026 where 150,000+ autonomous AI... Alex Finn | AI | 55% | ||
| 0.56 | github_release 2025-12-11 | 231_048 Thousands of experiments from permissionless disruptive innovation will completely change the game. Salim Ismail | AI | 46% | ||
| 0.56 | github_release 2022-12-08 | AI_017 NVIDIA will make Agentic AI the primary demand vector via two specialized products: the 'NemoClaw' developer toolkit for building/orchestrating autonomous agents, and the 'Vera CPU rack' hardware platform explicitly designed to host, deploy, and execut... Jensen Huang | Semis | 75% | ||
| 0.56 | github_release 2020-07-18 | 234_050 Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities Alex Wissner-Gross | AI | 42% | ||
| 0.56 | github_release 2019-04-03 | CYB_003 Localized, ungoverned multi-agent networks will spontaneously generate their own social networks, governance manifestos, debated ethics, and closed-loop digital economies — exemplified by the Moltbook platform in early 2026 where 150,000+ autonomous AI... Alex Finn | AI | 55% | ||
| 0.56 | github_release 2019-02-26 | S_HUMANOID_CONSUMER_2030 Humanoid R3: 1M+ consumer by Nov 2030 | humanoid_deployment | 20% | ||
| 0.56 | github_release 2022-03-25 | 232_011 Jury is still out on whether speech will be the modality of the future for high-bandwidth operation. Alex Wissner-Gross | AI | 38% | ||
| 0.56 | github_release 2022-03-25 | 237_009 ChatGPT will release a model specifically for OpenClaw within the next 6 months. Alex Finn | AI | 31% | ||
| 0.56 | github_release 2022-03-25 | CMQ_026 NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence. Jensen Huang | Semis | 83% | ||
| 0.56 | github_release 2025-01-29 | TK11 Autonomous Regulatory Block (Level 4 Halt) | — | 10% | ||
| 0.56 | github_release 2024-09-04 | CMQ_044 Future data-center architectures optimized for agentic workflows may require 1:2 or even 2:1 CPU-to-GPU ratio (vs historical 1:12) to prevent GPU idle-waiting. Morgan Stanley | AI/Compute | 65% | ||
| 0.56 | github_release 2020-05-22 | S_HUMANOID_CONSUMER_2030 Humanoid R3: 1M+ consumer by Nov 2030 | humanoid_deployment | 20% | ||
| 0.56 | github_release 2025-12-12 | 235_008 Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months. Alex Wissner-Gross | AI | 42% | ||
| 0.56 | github_release 2025-08-14 | 239_004 xAI/Grok will catch up and exceed competitors on coding by mid-2026 Elon Musk | AI | 40% | ||
| 0.56 | github_release 2019-06-14 | 246_042 On 5-10 year timeframe, many solar system locals will be uploaded humans living in data centers. Alex Wissner-Gross | AI | 38% | ||
| 0.56 | github_release 2024-05-16 | CYB_003 Localized, ungoverned multi-agent networks will spontaneously generate their own social networks, governance manifestos, debated ethics, and closed-loop digital economies — exemplified by the Moltbook platform in early 2026 where 150,000+ autonomous AI... Alex Finn | AI | 55% | ||
| 0.56 | github_release 2022-12-27 | S_HUMANOID_CONSUMER_2030 Humanoid R3: 1M+ consumer by Nov 2030 | humanoid_deployment | 20% | ||
| 0.56 | github_release 2025-10-01 | CYB_029 Corporate API providers will increasingly restrict third-party agent harnesses (exemplified by Anthropic's April 2026 ban of OpenClaw) — this structural conflict highlights the precarious nature of building autonomous enterprises atop proprietary APIs,... Anthropic | AI | 80% | ||
| 0.56 | github_release 2025-10-01 | INF_026 'Software 3.0' LLM infrastructure will operate like public utilities — requiring massive upfront capex (training compute, specialized hardware), specialized networking protocols for synchrony across hundreds of thousands of GPUs, and flawless uninterru... Andrej Karpathy | AI | 64% | ||
| 0.56 | github_release 2020-11-18 | 234_050 Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities Alex Wissner-Gross | AI | 42% | ||
| 0.56 | github_release 2020-09-18 | 237_009 ChatGPT will release a model specifically for OpenClaw within the next 6 months. Alex Finn | AI | 31% | ||
| 0.56 | github_release 2020-05-06 | CMQ_027 The inference inflection has arrived — industry transitioning from training-dominated capex (2023-2025) to inference-dominated economics (2026+). Jensen Huang | AI/Compute | 92% | ||
| 0.56 | github_release 2022-03-25 | 237_011 AI agents will have voices in the near future. Alex Finn | AI | 43% | ||
| 0.56 | github_release 2022-03-25 | 231_020 Smart glasses with face recognition will become part of normative culture (peer pressure forces opt-in). Dave Blundin | Consumer | 36% | ||
| 0.56 | github_release 2025-01-29 | TK04 Macro Recession 2026-27 (Structural Deleveraging) | — | 25% | ||
| 0.56 | github_release 2022-08-23 | S_ROBOTAXI_TESLA_2026 Tesla FSD unsupervised wide deployment by Nov 2026 | robotaxi_deployment | 40% | ||
| 0.56 | github_release 2024-08-29 | 247_057 Parameter scaling race is over; frontier labs plateauing at 10T parameters Alex Wissner-Gross | AI | 28% | ||
| 0.55 | github_release 2024-09-26 | 235_010 Plugins/marketplaces will get built into baseline models and won't need to exist independently. Alex Wissner-Gross | AI | 38% | ||
| 0.55 | github_release 2023-08-30 | COD_ROB_002 1X ships first paid NEO Early Access units to US homes in 2026 Codex Research Pack | Robotics | 27% | ||
| 0.55 | github_release 2025-11-13 | COD_TECH_001 A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps Codex Research Pack | Semis | 50% | ||
| 0.55 | github_release 2025-08-14 | S_IPO_TRILLION_2026 First $1T+ IPO in 2026 | ipo_trillion_plus | 25% | ||
| 0.55 | github_release 2023-02-02 | CYB_003 Localized, ungoverned multi-agent networks will spontaneously generate their own social networks, governance manifestos, debated ethics, and closed-loop digital economies — exemplified by the Moltbook platform in early 2026 where 150,000+ autonomous AI... Alex Finn | AI | 55% | ||
| 0.55 | github_release 2025-10-01 | 240_020 New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI Dave Blundin | AI | 46% | ||
| 0.55 | github_release 2021-07-21 | SEM_023 No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027. Joseph Moore | Semis/Markets | 53% |