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 460 of 497, 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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SimDocSourcePredDomainPrior
0.65arxiv
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%
0.65arxiv
2026-07-07
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%
0.65arxiv
2026-07-06
FUT_021
Uncontrolled recursive self-improvement by AGI requires vast uninterrupted physical infrastructure, flawless power grids, perfect global supply chains for advanced semiconductors. In Zeihan-Bremmer world (severe demographic labor shortages, fragmented ...
Superforecaster Community
AI46%
0.65arxiv
2026-07-06
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
AI55%
0.65arxiv
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%
0.65arxiv
2026-07-06
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
Education49%
0.65arxiv
2026-07-06
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%
0.65polymarket
2025-07-03
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.65polymarket
2025-07-08
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.65polymarket
2025-07-08
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.65manifold
2026-04-29
FUT_009
Wars 2026-2031 pivot decisively from ideological struggles to brutal localized conflicts over critical physical inputs — specifically energy, copper, and agricultural fertilizers. Global geopolitical map fractures into highly regionalized spheres of in...
Peter Zeihan
Geopolitics42%
0.65manifold
2026-04-28
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%
0.65gdelt
2026-04-30
SEM_028
Main characters for semi institutional portfolios: Nvidia, Broadcom, and high-growth connectivity firms like Astera Labs.
Joseph Moore
Capital Markets55%
0.65gdelt
2026-04-30
SEM_011
Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.
Jensen Huang
Capital Markets86%
0.65gdelt
2026-04-30
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.65polymarket
2025-07-08
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.65polymarket
2025-07-03
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.65polymarket
2026-04-25
INF_069
Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an...
Michael Saylor
Crypto15%
0.65manifold
2026-05-01
247_006
Anthropic ARR will reach $100 billion by end of 2026
Peter Diamandis
AI50%
0.65polymarket
2025-12-16
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.65polymarket
2026-04-16
246_001
SpaceX will IPO at $2 trillion valuation, raising $75 billion as largest IPO in history.
Peter Diamandis
Markets/Stocks79%
0.65manifold
2026-05-03
238_005
By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly free
Alex Wissner-Gross
AI39%
0.65manifold
2026-05-04
INF_012
AI data-center power consumption will grow by approximately 126 GW annually through 2028 — comparable to Canada's total annual power demand, and representing nearly 20% of projected global power growth through 2030.
Morgan Stanley
Energy46%
0.65polymarket
2026-04-29
INF_069
Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an...
Michael Saylor
Crypto15%
0.65polymarket
2025-11-12
235_006
By end of 2026 AI will enable creating any virus or nuclear weapon via AI agent.
Dave Blundin
AI50%
0.65polymarket
2026-05-04
TK12
Crypto Regulatory Kill Shot (Stablecoin Ban / BTC ETF Reversal)
8%
0.65polymarket
2026-04-29
INF_069
Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an...
Michael Saylor
Crypto15%
0.65polymarket
2026-05-05
231_051
Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost.
Salim Ismail
Crypto48%
0.65polymarket
2026-05-04
236_047
New emotional pandemic of fear and anger coming
Peter Diamandis
Macro/Economy55%
0.65polymarket
2025-07-08
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.65
FDA ANDA215575: ANDA215575 ((unspecified)) — QILU PHARM HAINAN
fda
2026-04-15
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.65
FDA ANDA210386: CANAGLIFLOZIN (CANAGLIFLOZIN) — AUROBINDO PHARMA LTD
fda
2026-04-20
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.65github_release
2026-01-13
231_001
Anthropic model family is closest to embodying the singularity and recursive self-improvement today.
Alex Wissner-Gross
AI41%
0.65github_release
2026-04-13
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.65github_release
2025-10-03
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%
0.65polymarket
2026-04-28
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.65polymarket
2025-12-04
SEM_040
Bitcoin treasury/business strategy allows companies to outpace rival enterprise software firms by 10x to 30x in performance.
Michael Saylor
Finance/Crypto48%
0.65polymarket
2025-07-08
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.65polymarket
2026-05-06
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.65manifold
2026-05-06
COD_SPC_003
SpaceX completes large-scale Starship vehicle-to-vehicle cryogenic propellant transfer by end 2026
Codex Research Pack
Space28%
0.65manifold
2026-05-05
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI37%
0.65arxiv
2026-05-05
232_008
Real-time AI video generation will break any video/voice-based security mechanisms.
Ben Horowitz
AI46%
0.65arxiv
2026-05-05
AUT_002
Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological...
Alex Wissner-Gross
AI59%
0.65arxiv
2026-05-05
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
Robotics31%
0.65arxiv
2026-05-05
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/Compute35%
0.65arxiv
2026-05-05
232_008
Real-time AI video generation will break any video/voice-based security mechanisms.
Ben Horowitz
AI46%
0.65arxiv
2026-05-04
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%
0.65arxiv
2026-05-04
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%
0.65arxiv
2026-05-04
248_023
Ternary (sub-bit) parameter precision will be optimal for AI models.
Dave Blundin
AI50%
0.65arxiv
2026-05-04
AUT_010
As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton...
Daniella Amodei
AI56%