Validations Queue

94,964 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 270 of 881, 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
0.64arxiv
2026-06-24
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%
0.64arxiv
2026-06-24
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%
0.64arxiv
2026-06-25
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%
0.64manifold
2026-06-27
241_012
Jobs impact from AI will occur at some point
Eric Schmidt
Labor/Jobs49%
0.64manifold
2026-06-27
242_056
AI models will become manager of entire economy, not just picking off mom/pop businesses
Alex Wissner-Gross
Macro/Economy25%
0.64manifold
2026-06-27
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.64
FDA ANDA210506: HYDROMORPHONE HYDROCHLORIDE (HYDROMORPHONE HYDROCHLORIDE) — ASCENT PHARMS INC
fda
2026-06-18
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.64
FDA ANDA206914: OXYCODONE HYDROCHLORIDE (OXYCODONE HYDROCHLORIDE) — PHARM ASSOC
fda
2026-06-18
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.64polymarket
2026-06-02
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.64polymarket
2026-06-17
242_036
Mid-cap/small-cap firms with high-labor ops will triple FCF while multiple compresses
Dave Blundin
Markets/Stocks42%
0.64manifold
2026-06-27
242_039
NASA will imminently find >90% probability evidence of microbial life on Mars
Jared Isaacman (NASA administrator)
Space46%
0.64polymarket
2026-04-02
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%
0.64polymarket
2025-07-10
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.64polymarket
2025-07-10
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.64polymarket
2026-04-06
235_016
SpaceX IPO anticipated potentially as early as next month (April 2026).
Peter Diamandis
Space31%
0.64polymarket
2026-03-02
240_001
NVIDIA to reach at least $1 trillion in bookings/revenue through 2027
Jensen Huang
Markets/Stocks78%
0.64manifold
2026-04-29
238_040
Google may announce a locally hosted Gemma-type model at WWDC in June 2026 for Apple OS
Alex Wissner-Gross
AI34%
0.64manifold
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%
0.64manifold
2026-04-29
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.64manifold
2026-04-23
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.64manifold
2026-04-23
247_006
Anthropic ARR will reach $100 billion by end of 2026
Peter Diamandis
AI50%
0.64polymarket
2025-07-10
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.64polymarket
2025-07-10
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.64
gdelt
2026-04-30
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.64
gdelt
2026-04-30
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.64
gdelt
2026-04-30
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.64
gdelt
2026-04-30
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.64polymarket
2025-11-05
AI_021
The 2026-2027 window is the 'Great Disemboweling' of white-collar employment — millions of mid-career professionals (junior software developers, legal analysts, corporate marketers) lose jobs within a 12-18 month timeframe; resulting unemployment casca...
Andrew Yang
Labor/Jobs46%
0.64polymarket
2025-10-14
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.64polymarket
2025-07-10
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.64manifold
2026-04-30
COD_SPC_001
Artemis III flies as an Earth-orbit HLS/EVA suit test mission in 2027, not a lunar landing
Codex Research Pack
Space44%
0.64polymarket
2026-05-01
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%
0.64polymarket
2026-04-26
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.64manifold
2026-05-01
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.64manifold
2026-05-01
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.64polymarket
2026-04-26
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.64polymarket
2026-04-27
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.64polymarket
2026-04-27
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.64manifold
2026-05-02
INF_047
2026 US GDP growth will land in a robust 4.6%–6.2% range — driven primarily by AI-driven productivity gains and massive physical-infrastructure capex.
Chamath Palihapitiya
Macro/Economy31%
0.64polymarket
2026-04-27
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.64polymarket
2026-04-27
SEM_040
Bitcoin treasury/business strategy allows companies to outpace rival enterprise software firms by 10x to 30x in performance.
Michael Saylor
Finance/Crypto48%
0.64polymarket
2026-05-01
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.64manifold
2026-05-03
248_012
AI incidents documented harms will go up way higher beyond the already-reported rise.
Dave Blundin
AI50%
0.64polymarket
2025-07-08
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.64polymarket
2026-05-01
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.64manifold
2026-05-04
234_035
Massive social unrest will come before the next US presidential election
Dave Blundin
Geopolitics50%
0.64manifold
2026-05-04
237_009
ChatGPT will release a model specifically for OpenClaw within the next 6 months.
Alex Finn
AI41%
0.64manifold
2026-05-04
238_072
Small-to-large model scaling time has collapsed from 6-12 months to 6 days
Emad Mostaque
AI74%
0.64polymarket
2026-05-04
CMQ_060
Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US.
Michael Saylor
Crypto20%
0.64manifold
2026-05-05
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%
0.64
FDA ANDA217281: LENALIDOMIDE (LENALIDOMIDE) — NOVUGEN
fda
2026-04-27
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.64
FDA ANDA213093: ANDA213093 ((unspecified)) — QILU PHARM CO LTD
fda
2026-04-29
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.64
FDA BLA761235: VABYSMO (FARICIMAB-SVOA) — GENENTECH INC
fda
2026-04-09
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.64github_release
2026-04-01
246_047
Anthropic ARR reached $30B, surpassing OpenAI's $24-25B.
Peter Diamandis
AI76%
0.64github_release
2026-02-18
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.64github_release
2023-04-05
235_005
AI capability will grow 100x this year in raw parameter count as lower bound.
Dave Blundin
AI49%
0.64github_release
2026-04-28
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.64polymarket
2026-05-01
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%
0.64polymarket
2026-04-30
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.64polymarket
2026-05-05
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.64polymarket
2025-07-08
234_035
Massive social unrest will come before the next US presidential election
Dave Blundin
Geopolitics50%
0.64manifold
2026-05-06
240_050
US will pass law like China requiring retraining when AI automates a job
Dave Blundin
Labor/Jobs49%
0.64arxiv
2026-05-05
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%
0.64arxiv
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%
0.64arxiv
2026-05-05
239_002
AI recursive self-improvement will be fully automated by end of 2026 or 2027 at latest
Elon Musk
AI44%
0.64arxiv
2026-05-05
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%
0.64arxiv
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%
0.64arxiv
2026-05-05
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%
0.64arxiv
2026-05-04
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%
0.64arxiv
2026-05-04
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%
0.64arxiv
2026-05-04
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%
0.64arxiv
2026-05-04
CYB_011
Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-personalized memory navigate budgetary limits, ethical brand preferences, dietary restrictions, and logistical requirements with absolute precision, sev...
Alex Finn
Consumer44%
0.64arxiv
2026-05-05
CMQ_015
Algorithmic efficiencies will deliver ~0.5 OOMs per year of additional effective compute through 2027 — pure multiplier on raw FLOPs.
Leopold Aschenbrenner
AI50%
0.64arxiv
2026-05-05
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%
0.64arxiv
2026-05-05
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.64arxiv
2026-05-05
FUT_025
Runaway economic feedback loop 2026-2031: cheaper renewable energy incentivizes wider adoption, increases global manufacturing volumes, drives prices down further along Wright's curve. Political independence means energy transition continues regardless...
Ramez Naam
Energy52%
0.64arxiv
2026-05-05
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%
0.64arxiv
2026-05-04
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%
0.64arxiv
2026-05-04
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%
0.64arxiv
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%
0.64arxiv
2026-05-04
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%
0.64arxiv
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
Robotics29%
0.64arxiv
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%
0.64arxiv
2026-05-04
CYB_005
'Memory becomes the moat' — by 2026, the global discourse around 'AI safety' will effectively transition into highly politicized debates over 'memory policy'. Whichever entity controls the contextual history and relational memory of human-AI interactio...
Ray Kurzweil
AI30%
0.64arxiv
2026-05-05
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%
0.64arxiv
2026-05-05
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%
0.64arxiv
2026-05-04
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%
0.64arxiv
2026-05-04
SPC_025
Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics.
Leopold Aschenbrenner
AI64%
0.64
FDA ANDA205756: METHYLPHENIDATE HYDROCHLORIDE (METHYLPHENIDATE HYDROCHLORIDE) — RISING
fda
2026-04-29
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.64
FDA NDA217180: JAKAFI XR (RUXOLITINIB PHOSPHATE) — INCYTE CORPORATION
fda
2026-05-01
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.64polymarket
2026-05-01
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.64manifold
2026-05-07
231_002
Grok 5 launches in March with massive expansion in training set, parameters, and capability.
Dave Blundin
AI30%
0.64arxiv
2026-05-06
229_042
Figure believes there will be a single omni-model fusing language, vision, action, memory — not multiple specialized neural nets per task.
Brett Adcock
AI40%
0.64arxiv
2026-05-06
248_049
Humans (weaker intelligences) can successfully align/contain super-intelligences via weak-to-strong supervision.
Alex Wissner-Gross
AI42%
0.64arxiv
2026-05-06
SPC_025
Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics.
Leopold Aschenbrenner
AI64%
0.64
FDA NDA020785: THALOMID (THALIDOMIDE) — BRISTOL-MYERS
fda
2026-04-27
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.64github_release
2020-10-22
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%
0.64github_release
2024-03-29
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.64github_release
2024-01-31
229_047
Figure's 3,000 B200 GPU cluster is coming online for Helix pre-training with much larger GPUs planned.
Brett Adcock
AI77%
0.64polymarket
2026-04-20
242_039
NASA will imminently find >90% probability evidence of microbial life on Mars
Jared Isaacman (NASA administrator)
Space46%