Validations Queue

114,087 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 475 of 1056, 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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SimDocSourcePredDomainPrior
0.62arxiv
2026-07-02
AI_025
Most current generative AI wrappers are transient — they will fade into the background as infrastructure layers, analogous to Radio Shack fading in the Windows/PC era; winners will be infrastructure and verticalized depth plays, not thin API-wrapper apps.
Mark Cuban
AI60%
0.62arxiv
2026-07-02
CMQ_031
AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve.
Alex Wissner-Gross
AI/Compute42%
0.62arxiv
2026-07-02
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.62arxiv
2026-07-02
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.62arxiv
2026-07-01
AUT_017
Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin...
Jimmy Ba
AI65%
0.62arxiv
2026-07-02
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/Compute19%
0.62arxiv
2026-07-02
AUT_017
Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin...
Jimmy Ba
AI65%
0.62arxiv
2026-07-02
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
Robotics62%
0.62arxiv
2026-07-02
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
Robotics62%
0.62arxiv
2026-07-02
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/Hardware71%
0.62polymarket
2026-07-04
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.62manifold
2026-07-04
COD_SPC_002
The next US crewed lunar surface landing occurs on Artemis IV in 2028
Codex Research Pack
Space22%
0.62github_release
2024-12-01
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.62github_release
2023-02-20
248_048
AI models will move to a post-binary (sub-one-bit) numerical precision paradigm.
Alex Wissner-Gross
AI34%
0.62github_release
2021-01-28
231_015
Next Deep Seek model release will be when Chinese open-weight models catch up to American frontier models.
Alex Wissner-Gross
AI34%
0.62github_release
2020-01-23
232_014
Recursive self-improvement is already here, not 12 months away.
Alex Wissner-Gross
AI70%
0.62polymarket
2026-07-06
235_041
Anthropic implied valuation using PE ratio could be one quadrillion dollars.
Dave Blundin
Markets/Stocks28%
0.62polymarket
2025-09-22
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.62polymarket
2026-07-01
SEM_039
Block unveiled proprietary Bitcoin mining ASIC at 709 Terahashes/second (TH/s) — leading indicator for eventual AI inference ASIC trajectory.
Jack Dorsey
Semis/ASICs83%
0.62polymarket
2026-06-02
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.62polymarket
2025-09-22
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.62manifold
2026-07-07
233_009
A motivational learning bundle with video game designers will be released in 2026.
Joe Liemandt
Education36%
0.62manifold
2026-07-07
240_034
Morgan Stanley forecasts 13-40GW data center power shortfall through 2028
Morgan Stanley
Energy47%
0.62manifold
2026-07-07
247_036
Google's Q-Day for quantum breaking RSA moved up to 2029
Google
AI42%
0.62manifold
2026-07-06
IND_009
Artificial Superintelligence arrives by roughly 2030 — shortly thereafter all human illnesses will be cured 'much sooner than we think'; mechanism: AI not just predicting protein structures but generating novel biological designs revolutionizing drug d...
Demis Hassabis
Biotech/Longevity19%
0.62arxiv
2026-07-06
AUT_017
Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin...
Jimmy Ba
AI65%
0.62arxiv
2026-07-06
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/Compute19%
0.62arxiv
2026-07-06
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.62arxiv
2026-07-06
248_023
Ternary (sub-bit) parameter precision will be optimal for AI models.
Dave Blundin
AI50%
0.62arxiv
2026-07-06
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.62arxiv
2026-07-06
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.62arxiv
2026-07-05
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.62arxiv
2026-07-05
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/Compute19%
0.62arxiv
2026-07-05
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.62arxiv
2026-07-06
ROB_025
Genomic prediction will be entirely revolutionized by high-throughput phenotyping — utilizing swarms of drones and physical robots to collect orders of magnitude more trait information than historically possible by human scientists; Bayesian optimizati...
Peter Dannenberg
Biotech/Longevity70%
0.62arxiv
2026-07-06
246_028
Broad civilizational cyber attack via AI hash function inversion is borderline guaranteed.
Alex Wissner-Gross
AI42%
0.62arxiv
2026-07-06
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.62arxiv
2026-07-06
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.62arxiv
2026-07-06
CMQ_062
Physicists are successfully demonstrating quantum interference with increasingly larger physical masses — rapid quantum-hardware advancement.
Alex Wissner-Gross
Quantum62%
0.62arxiv
2026-07-06
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.62arxiv
2026-07-05
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.62arxiv
2026-07-05
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)
Semis65%
0.62arxiv
2026-07-06
AI_036
Reinforcement Learning from Human Feedback (RLHF) will fail catastrophically when applied to superintelligence — because humans will be inherently incapable of evaluating the incomprehensible logic and actions of an ASI; therefore, aligning superintell...
Leopold Aschenbrenner
AI49%
0.62arxiv
2026-07-05
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/Compute59%
0.62arxiv
2026-07-06
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/Compute19%
0.62arxiv
2026-07-06
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/Hardware71%
0.62arxiv
2026-07-07
CMQ_047
Autonomous code agents and AutoResearch systems will close the loop on complex scientific experimentation without human-in-the-loop.
Andrej Karpathy
AI51%
0.62arxiv
2026-07-07
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
Robotics62%
0.62arxiv
2026-07-07
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/Compute19%
0.62arxiv
2026-07-07
CYB_012
'Recommendation poisoning' — deliberate corruption of the data lakes, training sets, and persistent memory banks that agents rely on for purchase/action decisions — emerges as the primary new cybersecurity-marketing vector, blurring the line between di...
Alex Finn
AI44%
0.62arxiv
2026-07-07
IND_014
Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach...
Joe Liemandt
Education48%
0.62arxiv
2026-07-06
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/Compute19%
0.62arxiv
2026-07-06
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.62arxiv
2026-07-07
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/Compute19%
0.62arxiv
2026-07-07
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/Compute19%
0.62arxiv
2026-07-07
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/Compute19%
0.62arxiv
2026-07-07
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
AI79%
0.62polymarket
2025-07-24
232_021
No chance AI will be paused in the next three years given current administration and China competition.
Dave Blundin
Geopolitics75%
0.62polymarket
2026-04-26
235_042
OpenAI IPO shares could deliver a 50% pop in 6 months after IPO.
Peter Diamandis
Markets/Stocks39%
0.62polymarket
2026-04-26
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.62polymarket
2026-04-26
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.62polymarket
2026-04-26
235_042
OpenAI IPO shares could deliver a 50% pop in 6 months after IPO.
Peter Diamandis
Markets/Stocks39%
0.62manifold
2026-04-29
236_007
US GDP per capita will break $90K and then $100K in relatively near future
Andrew Yang
Macro/Economy50%
0.62manifold
2026-04-29
240_045
White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer)
Alex Wissner-Gross
Geopolitics39%
0.62manifold
2026-04-29
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets53%
0.62manifold
2026-04-27
232_013
Recursive self-improvement loops likely to go live in the next 12 months; 2026 will be the most consequential year for humanity.
Jimmy Ba
AI47%
0.62manifold
2026-04-24
232_013
Recursive self-improvement loops likely to go live in the next 12 months; 2026 will be the most consequential year for humanity.
Jimmy Ba
AI47%
0.62polymarket
2025-09-17
236_011
Independent/third party presidential run possible in 2028 election
Andrew Yang
Geopolitics46%
0.62polymarket
2026-04-25
SEM_025
Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels.
Joseph Moore
Capital Markets45%
0.62polymarket
2026-04-20
234_015
Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months
Peter Diamandis
Markets/Stocks31%
0.62polymarket
2025-11-12
234_035
Massive social unrest will come before the next US presidential election
Dave Blundin
Geopolitics36%
0.62manifold
2026-04-30
SEM_021
Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs.
Dave Blundin
AI/China45%
0.62
gdelt
2026-04-30
SPC_028
Ismail and Blundin forecast widespread corporate collapses in 2025-2026 for traditional institutions failing to integrate agentic models — massive job displacement of over 1.1 million knowledge workers as AI automates their roles.
Salim Ismail
Labor/Jobs37%
0.62gdelt
2026-04-30
TK10
$100T Sovereign Debt Crisis
12%
0.62
gdelt
2026-04-30
240_040
Elon: economy will grow 1000x to saturate all human desire
Elon Musk
Macro/Economy38%
0.62gdelt
2026-04-30
IND_011
2024-2026 window represents 'AI's iPhone moment' — tech ecosystem moves rapidly beyond simple chatbots to living autonomous AI agents; this shift fundamentally breaks traditional SaaS business model, transitioning economy toward outcome-based pricing r...
Jason Calacanis
Macro/Economy58%
0.62gdelt
2026-04-30
242_042
Trillion parameter models will propagate to anyone with $50-100M to invest
Dave Blundin
AI50%
0.62
gdelt
2026-04-30
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.62gdelt
2026-04-30
AUT_007
2026 US GDP growth 5% to 6.2% driven directly by AI productivity — citing massive productivity increases unlocked by enterprise AI integration as primary catalyst. Traditional enterprise SaaS 'maintenance and migration' revenue models structurally coll...
Chamath Palihapitiya
Macro/Economy13%
0.62
gdelt
2026-04-30
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.62
gdelt
2026-04-30
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.62gdelt
2026-04-30
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.62gdelt
2026-04-30
235_001
Anthropic will be first company to hit $1 trillion in revenue by 2029-2030.
Dave Blundin
AI46%
0.62gdelt
2026-04-30
244_032
Uber will cash flow $10B this year (2026)
Dara Khosrowshahi
Markets/Stocks55%
0.62
gdelt
2026-04-30
S_MARS_2031PLUS
Mars uncrewed: 2031+ transfer window or further delay
mars_uncrewed_landing25%
0.62
gdelt
2026-04-30
TK15
SpaceX Starship Catastrophic Failure
12%
0.62gdelt
2026-04-30
242_004
Musk ecosystem will lap Nvidia by 1-2 orders of magnitude
Peter Diamandis
Markets/Stocks28%
0.62gdelt
2026-04-30
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI20%
0.62polymarket
2025-07-02
242_035
S&P will see massive reshuffling with huge winners; no company can project FCF beyond 5 years
Dave Blundin
Markets/Stocks36%
0.62manifold
2026-04-30
229_008
By end of 2026, Figure's robot hardware will be capable of performing what surgeons can do (teleoperated).
Brett Adcock
Biotech/Longevity44%
0.62manifold
2026-05-01
246_025
Sam Altman predicts world-shaking cyber attack this year (2026).
Sam Altman
AI47%
0.62manifold
2026-05-01
242_035
S&P will see massive reshuffling with huge winners; no company can project FCF beyond 5 years
Dave Blundin
Markets/Stocks36%
0.62polymarket
2025-10-09
238_061
Massive social unrest / trough in 2026-2027, rebound in 2028
Dave Blundin
Macro/Economy36%
0.62polymarket
2026-04-20
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.62polymarket
2026-03-05
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI20%
0.62polymarket
2025-12-16
SEM_039
Block unveiled proprietary Bitcoin mining ASIC at 709 Terahashes/second (TH/s) — leading indicator for eventual AI inference ASIC trajectory.
Jack Dorsey
Semis/ASICs83%
0.62manifold
2026-05-02
238_005
By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly free
Alex Wissner-Gross
AI39%
0.62manifold
2026-05-02
248_026
Organized religions will embrace AI barring a civilization-level disruption.
Alex Wissner-Gross
Other39%
0.62polymarket
2025-07-08
COD_SPC_002
The next US crewed lunar surface landing occurs on Artemis IV in 2028
Codex Research Pack
Space22%
0.62polymarket
2026-04-28
SEM_025
Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels.
Joseph Moore
Capital Markets45%