Validations Queue

103,108 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 366 of 956, 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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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
0.63manifold
2026-06-29
238_005
By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly free
Alex Wissner-Gross
AI39%
0.63manifold
2026-06-29
231_051
Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost.
Salim Ismail
Crypto48%
0.63edgar_8k
2026-06-29
S_MARS_2031PLUS
Mars uncrewed: 2031+ transfer window or further delay
mars_uncrewed_landing25%
0.63polymarket
2026-06-28
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.63manifold
2026-06-29
247_006
Anthropic ARR will reach $100 billion by end of 2026
Peter Diamandis
AI50%
0.63arxiv
2026-06-29
INF_061
Within approximately 10 years, battery chemistry and pack architecture advances (anchored by CATL Shenxing Pro) will yield electric vehicles traveling ~1,000 miles on a single charge with charging times of ~30-45 minutes.
CATL
Auto/Transport40%
0.63arxiv
2026-06-29
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%
0.63arxiv
2026-06-29
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%
0.63arxiv
2026-06-29
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%
0.63arxiv
2026-06-29
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%
0.63arxiv
2026-06-28
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%
0.63arxiv
2026-06-29
AI_024
As AI-generated video becomes indistinguishable from reality, a massive economic resurgence in the 'Face-to-Face' (F2F) economy will emerge — live-event production, in-person experiences, and physical gatherings rebound as synthetic-reality counterweig...
Mark Cuban
Consumer45%
0.63arxiv
2026-06-29
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%
0.63arxiv
2026-06-29
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%
0.63arxiv
2026-06-29
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%
0.63arxiv
2026-06-29
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%
0.63arxiv
2026-06-29
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%
0.63arxiv
2026-06-29
INF_072
There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently.
Demis Hassabis
AI40%
0.63arxiv
2026-06-28
231_004
The solution wavefront will spread from math/coding to physics, chemistry, and other fields.
Alex Wissner-Gross
AI40%
0.63arxiv
2026-06-28
AI_028
Decentralized offline messaging via Bluetooth Low Energy (BLE) mesh networks — exemplified by Dorsey's launch of Bitchat — will become critical infrastructure for verifiable human communication as the internet is flooded with synthetic content and deep...
Jack Dorsey
Crypto28%
0.63arxiv
2026-06-28
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%
0.63arxiv
2026-06-28
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%
0.63arxiv
2026-06-29
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%
0.63arxiv
2026-06-28
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.63arxiv
2026-06-29
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.63arxiv
2026-06-28
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%
0.63arxiv
2026-06-28
ROB_012
The ultimate bottleneck for global robotics deployment is NOT software architecture but physical GPU hardware — nearly all advanced AI chips are manufactured in Taiwan; the entire trajectory of global automation and the timeline to the singularity is p...
David Holz
Semis71%
0.63arxiv
2026-06-28
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%
0.63polymarket
2026-07-01
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.63polymarket
2026-07-01
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.63polymarket
2026-07-01
S_IPO_TRILLION_2028
First $1T+ IPO in 2028
ipo_trillion_plus25%
0.63manifold
2026-07-01
CMQ_013
A 5-OOM (100,000x) effective-compute leap will occur between 2024-2027 — bridging GPT-4 high-schooler to fully automated AI researcher.
Leopold Aschenbrenner
AI40%
0.63manifold
2026-07-01
241_036
No frontier AI company will emerge in Russia due to war
Eric Schmidt
AI51%
0.63manifold
2026-07-01
242_035
S&P will see massive reshuffling with huge winners; no company can project FCF beyond 5 years
Dave Blundin
Markets/Stocks50%
0.63arxiv
2026-06-30
233_021
AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing.
Joe Liemandt
AI39%
0.63arxiv
2026-06-30
248_022
Deepseek-style hyperdeflation moments from algorithmic innovation will become more frequent but less effective at causing price swings.
Alex Wissner-Gross
Markets/Stocks42%
0.63arxiv
2026-06-30
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%
0.63arxiv
2026-06-30
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%
0.63arxiv
2026-06-30
INF_072
There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently.
Demis Hassabis
AI40%
0.63arxiv
2026-06-30
CYB_013
The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou...
Dave Blundin
Markets/Stocks52%
0.63arxiv
2026-06-30
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%
0.63polymarket
2026-07-01
247_040
AI agents will invent their own currencies, won't stick with Bitcoin
Alex Wissner-Gross
Crypto26%
0.63polymarket
2026-07-02
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.63manifold
2026-07-02
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.63arxiv
2026-07-01
233_021
AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing.
Joe Liemandt
AI39%
0.63arxiv
2026-07-01
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%
0.63arxiv
2026-07-01
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%
0.63arxiv
2026-07-01
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%
0.63arxiv
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%
0.63arxiv
2026-07-01
CMQ_006
Expert-level AI applied to biology/medicine will yield cures for cancer and Alzheimer's within 5-10 years, compressing a century of progress into a decade.
Dario Amodei
Biotech/Longevity36%
0.63
FDA ANDA090404: TRAMADOL HYDROCHLORIDE (TRAMADOL HYDROCHLORIDE) — SENORES PHARMS
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%
0.63polymarket
2026-04-17
234_015
Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months
Peter Diamandis
Markets/Stocks41%
0.63polymarket
2026-04-17
235_016
SpaceX IPO anticipated potentially as early as next month (April 2026).
Peter Diamandis
Space31%
0.63polymarket
2026-04-17
242_039
NASA will imminently find >90% probability evidence of microbial life on Mars
Jared Isaacman (NASA administrator)
Space46%
0.63polymarket
2026-04-23
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%
0.63polymarket
2026-04-20
242_039
NASA will imminently find >90% probability evidence of microbial life on Mars
Jared Isaacman (NASA administrator)
Space46%
0.63polymarket
2025-07-10
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.63polymarket
2025-07-11
235_007
AI regulation window is this calendar year 2026 before chaos breaks out.
Dave Blundin
Geopolitics45%
0.63polymarket
2025-12-10
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.63polymarket
2025-07-03
232_021
No chance AI will be paused in the next three years given current administration and China competition.
Dave Blundin
Geopolitics75%
0.63polymarket
2026-04-28
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.63
Games Total: O/U 2.5(market prob: 100%)
polymarket
2026-04-09
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.63
gdelt
2026-04-30
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.63
gdelt
2026-04-30
SEM_043
SpaceX is actively exploring deployment of data centers in space — seeking regulatory permission immediately as rivals investigate orbital compute.
Gwynne Shotwell
Space/Compute54%
0.63
gdelt
2026-04-30
248_009
Elon Musk's economy will grow 10x in about 10 years.
Elon Musk
Macro/Economy37%
0.63gdelt
2026-04-30
242_034
AI could compress S&P 500 equity valuations 2-7x free cash flow (down from 22x)
Chamath Palihapitiya
Markets/Stocks38%
0.63gdelt
2026-04-30
SEM_030
S&P 500 roughly 10% upside in 2026 driven by AI productivity wave rolling through broader economy (not just megacap).
Mike Wilson
Capital Markets43%
0.63
gdelt
2026-04-30
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.63polymarket
2025-09-29
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.63polymarket
2025-09-17
236_011
Independent/third party presidential run possible in 2028 election
Andrew Yang
Geopolitics46%
0.63polymarket
2026-04-24
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.63polymarket
2025-10-10
246_001
SpaceX will IPO at $2 trillion valuation, raising $75 billion as largest IPO in history.
Peter Diamandis
Markets/Stocks79%
0.63polymarket
2026-05-01
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.63polymarket
2026-04-30
231_051
Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost.
Salim Ismail
Crypto48%
0.63polymarket
2025-07-21
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.63polymarket
2026-05-01
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.63polymarket
2025-11-12
236_011
Independent/third party presidential run possible in 2028 election
Andrew Yang
Geopolitics46%
0.63manifold
2026-05-02
246_014
Elon's stated orbital refueling and Mars/Moon timelines will slip.
Alex Wissner-Gross
Space41%
0.63polymarket
2025-07-08
234_035
Massive social unrest will come before the next US presidential election
Dave Blundin
Geopolitics50%
0.63polymarket
2025-07-08
COD_SPC_002
The next US crewed lunar surface landing occurs on Artemis IV in 2028
Codex Research Pack
Space22%
0.63manifold
2026-05-02
FUT_017
Intersection of media, society, and commerce 2026-2031 will require organizations to completely abandon rigid legacy planning in favor of hyper-adaptable near-future preparations — traditional 10-year strategic plans obsolete as multi-domain convergenc...
Gerd Leonhard
Media/Ads50%
0.63polymarket
2025-07-08
234_035
Massive social unrest will come before the next US presidential election
Dave Blundin
Geopolitics50%
0.63polymarket
2026-04-28
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.63polymarket
2026-05-01
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.63polymarket
2026-05-03
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.63manifold
2026-05-05
S_GRID_50GW_DELAYED
50GW grid expansion delayed past 2031
energy_grid_expansion10%
0.63manifold
2026-05-05
238_047
US will add 86 GW of new grid capacity in 2026, 51% from solar
Emad Mostaque
Energy45%
0.63manifold
2026-05-04
S_HUMANOID_ENTERPRISE_2028
Humanoid R2: 100K+ enterprise by Nov 2028
humanoid_deployment50%
0.63edgar_8k
2026-05-05
AUT_023
Urban air mobility (eVTOL) market will generate $29 billion by 2030, scaling exponentially to over $1 trillion by 2040 — ~35x growth over 10 years as regulatory certification, manufacturing capacity, and urban vertiport infrastructure mature.
Morgan Stanley
Auto/Transport47%
0.63
FDA ANDA207760: BOSENTAN (BOSENTAN) — ZYDUS PHARMS
fda
2026-04-14
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.63
FDA NDA217779: RYTELO (IMETELSTAT SODIUM) — GERON
fda
2026-04-14
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.63
FDA NDA216964: IDVYNSO (DORAVIRINE) — MSD
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%
0.63github_release
2026-04-28
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.63github_release
2026-03-13
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2026-03-05
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2025-12-16
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2026-02-18
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.63github_release
2026-02-18
246_047
Anthropic ARR reached $30B, surpassing OpenAI's $24-25B.
Peter Diamandis
AI76%
0.63github_release
2026-02-03
231_001
Anthropic model family is closest to embodying the singularity and recursive self-improvement today.
Alex Wissner-Gross
AI41%
0.63github_release
2023-04-05
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%