Validations Queue

108,318 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 424 of 1003, 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
0.62polymarket
2026-07-01
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.62manifold
2026-07-04
240_045
White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer)
Alex Wissner-Gross
Geopolitics39%
0.62github_release
2023-02-20
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.62polymarket
2026-07-02
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.62polymarket
2026-06-30
242_007
Prediction markets favor $2T+ SpaceX IPO pricing in Terafab value
Prediction markets
Markets/Stocks45%
0.62manifold
2026-07-06
231_051
Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost.
Salim Ismail
Crypto48%
0.62
FDA ANDA075983: TRAMADOL HYDROCHLORIDE (TRAMADOL HYDROCHLORIDE) — SPECGX LLC
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%
0.62polymarket
2026-02-25
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%
0.62polymarket
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
235_042
OpenAI IPO shares could deliver a 50% pop in 6 months after IPO.
Peter Diamandis
Markets/Stocks39%
0.62polymarket
2025-12-25
246_001
SpaceX will IPO at $2 trillion valuation, raising $75 billion as largest IPO in history.
Peter Diamandis
Markets/Stocks79%
0.62polymarket
2025-07-08
234_035
Massive social unrest will come before the next US presidential election
Dave Blundin
Geopolitics36%
0.62polymarket
2025-10-10
SPC_007
SpaceX will NOT pursue a traditional IPO — instead, the aerospace company will go public via a reverse merger with Tesla, allowing Musk to consolidate control and power over his two seminal assets into a single capitalization table.
Chamath Palihapitiya
Markets/Stocks20%
0.62manifold
2026-04-27
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%
0.62manifold
2026-04-23
247_007
Anthropic ARR will reach $1 trillion by end of 2027
Peter Diamandis
AI50%
0.62polymarket
2025-09-29
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%
0.62
gdelt
2026-04-30
240_026
Elon's combined empire (SpaceX/xAI/Tesla/Optimus/Terrafab/orbital DCs) will be a $100T company
Dave Blundin
Markets/Stocks14%
0.62
gdelt
2026-04-30
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
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%
0.62
gdelt
2026-04-30
240_026
Elon's combined empire (SpaceX/xAI/Tesla/Optimus/Terrafab/orbital DCs) will be a $100T company
Dave Blundin
Markets/Stocks14%
0.62gdelt
2026-04-30
CMQ_033
Global HBM demand will reach 32 billion Gb by 2026 — HBM is the absolute critical resource constraint in the AI compute supply chain.
Morgan Stanley
Semis/Memory75%
0.62gdelt
2026-04-30
FUT_019
Global market rapidly accelerates bio-industrial circumvention of fractured supply chains 2026-2031: combination of Webb agentic LAMs overseeing vast bio-reactors powered by sub-cent-per-kWh solar energy creates highly-localized completely-autonomous i...
Multi-Forecaster Synthesis
Biotech/Longevity31%
0.62gdelt
2026-04-30
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.62gdelt
2026-04-30
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.62gdelt
2026-04-30
240_026
Elon's combined empire (SpaceX/xAI/Tesla/Optimus/Terrafab/orbital DCs) will be a $100T company
Dave Blundin
Markets/Stocks14%
0.62gdelt
2026-04-30
241_057
Elon Musk believes robot building robot is imminent
Elon Musk
Robotics33%
0.62manifold
2026-04-30
244_032
Uber will cash flow $10B this year (2026)
Dara Khosrowshahi
Markets/Stocks55%
0.62manifold
2026-04-30
238_005
By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly free
Alex Wissner-Gross
AI39%
0.62polymarket
2026-04-25
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.62manifold
2026-05-01
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
2026-04-16
236_008
First $100 trillion dollar companies and multi-trillionaires will come online
Peter Diamandis
Markets/Stocks53%
0.62manifold
2026-05-01
232_022
Triple-digit GDP growth is possible in the next 5 years due to AI.
Ben Horowitz
Macro/Economy42%
0.62manifold
2026-05-01
FUT_022
Massive resurgence in North American industrialization 2026-2031 driven by geographic + demographic insulation of United States + Mexico — permanent systemic withdrawal from trans-Pacific and trans-Atlantic economic dependencies; aggressive 'de-risking...
Peter Zeihan
Macro/Economy72%
0.62polymarket
2026-04-27
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.62polymarket
2025-07-21
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.62manifold
2026-05-03
247_040
AI agents will invent their own currencies, won't stick with Bitcoin
Alex Wissner-Gross
Crypto16%
0.62manifold
2026-05-02
232_014
Recursive self-improvement is already here, not 12 months away.
Alex Wissner-Gross
AI70%
0.62polymarket
2026-05-03
TK12
Crypto Regulatory Kill Shot (Stablecoin Ban / BTC ETF Reversal)
8%
0.62polymarket
2025-10-09
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
2026-05-04
235_022
US will add a record 86 gigawatts of utility-scale capacity this coming year.
Peter Diamandis
Energy53%
0.62polymarket
2025-10-09
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
2026-05-05
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.62manifold
2026-05-05
246_002
SpaceX 2026 revenue will double to $20 billion (from $16B in 2025).
Peter Diamandis
Markets/Stocks38%
0.62edgar_8k
2026-05-05
CMQ_028
NVIDIA's total AI chip revenue opportunity through 2027 is at least $3-5 trillion (upgraded from prior estimates at MS TMT 2026).
Jensen Huang
Semis72%
0.62
FDA ANDA077686: DILTIAZEM HYDROCHLORIDE (DILTIAZEM HYDROCHLORIDE) — ACTAVIS LABS FL 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%
0.62
FDA BLA761298: PAVBLU (AFLIBERCEPT-AYYH) — AMGEN INC
fda
2026-04-28
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.62github_release
2026-03-25
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2026-02-24
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.62github_release
2026-02-10
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.62github_release
2026-02-05
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2026-01-27
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2026-01-09
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.62github_release
2025-12-19
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.62github_release
2025-12-16
234_050
Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities
Alex Wissner-Gross
AI42%
0.62github_release
2025-12-16
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.62github_release
2025-12-15
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.62github_release
2026-02-03
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
AI90%
0.62github_release
2022-12-13
IND_012
NVIDIA BioNeMo platform + Evo 2 model fundamentally compresses a century of biology into a decade — Evo 2 achieves 90% accuracy in BRCA1 predictions; AI models will seamlessly transition generated biological designs into practical, synthesized clinical...
Jensen Huang
Biotech/Longevity68%
0.62github_release
2022-06-13
234_050
Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities
Alex Wissner-Gross
AI42%
0.62github_release
2021-07-16
ROB_004
By approximately 2027-2028, collaborative AI programs will essentially 'solve physics' — unifying general relativity and quantum mechanics into a new mathematical framework; the core mission of DeepMind is to 'first solve AI, then use AI to solve every...
Demis Hassabis
AI8%
0.62github_release
2026-04-28
FUT_003
Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m...
Superforecaster Community
AI100%
0.62github_release
2025-11-25
238_071
Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs
Alex Wissner-Gross
AI35%
0.62github_release
2025-09-04
238_040
Google may announce a locally hosted Gemma-type model at WWDC in June 2026 for Apple OS
Alex Wissner-Gross
AI34%
0.62github_release
2026-03-06
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.62github_release
2024-03-07
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.62github_release
2024-03-07
CMQ_030
In the modern AI pipeline, the CPU no longer merely supports the model — it drives the model (agentic workloads invert historical CPU:GPU ratio).
Jensen Huang
AI/Compute34%
0.62github_release
2023-11-03
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.62polymarket
2025-12-08
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%
0.62arxiv
2026-05-05
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
2026-05-05
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%
0.62arxiv
2026-05-05
ROB_024
Automated robotics and AI-powered monitoring will establish a global network of BioVaults — a 21st-century high-tech backup plan for life on Earth; as humanity faces potential extinction of nearly half of Earth's species by 2050 due to climate and habi...
Ben Lamm
Biotech/Longevity43%
0.62arxiv
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%
0.62arxiv
2026-05-05
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
2026-05-05
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%
0.62arxiv
2026-05-05
CYB_006
When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr...
Kevin Weil
AI63%
0.62arxiv
2026-05-04
AI_015
Localized, decentralized open-source AI models — the 'Last Economy' — will form the backbone of AI infrastructure, stripping monopolistic pricing power from centralized hyperscalers.
Emad Mostaque
AI35%
0.62arxiv
2026-05-04
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%
0.62arxiv
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%
0.62arxiv
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%
0.62arxiv
2026-05-05
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
2026-05-05
CYB_020
Starlink expansion — navigating regulatory regimes like India's IN-SPACe approvals — establishes a ubiquitous, high-bandwidth data canopy essential for routing planetary-scale AI agent communications without terrestrial fiber-optic latency.
Gwynne Shotwell
Space65%
0.62arxiv
2026-05-04
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%
0.62arxiv
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%
0.62arxiv
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%
0.62arxiv
2026-05-04
242_001
Elon's Terafab will build 1 terawatt of AI compute per year, 50x current global production
Elon Musk
AI50%
0.62arxiv
2026-05-04
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
2026-05-05
CYB_006
When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr...
Kevin Weil
AI63%
0.62arxiv
2026-05-05
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
2026-05-05
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
2026-05-04
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.62arxiv
2026-05-04
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.62arxiv
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%
0.62arxiv
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%
0.62arxiv
2026-05-04
S_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
robotaxi_deployment30%
0.62arxiv
2026-05-04
INF_036
AI will develop a 'kinetic' edge where capital assets (drones, autonomous vehicles, agricultural robots, counter-intrusion systems) become software endpoints — requiring a bifurcated networking architecture: massive sovereign hyperscale DCs for trainin...
Dara Khosrowshahi
AI61%
0.62arxiv
2026-05-04
AUT_013
'Unsupervised' Tesla Robotaxis will achieve operational capability across 25-50% of the United States by end of 2026 — initial production slow but deployment scales to capture multi-trillion-dollar transportation market. Humanoid robots (Optimus) event...
Elon Musk
Auto/Transport15%
0.62arxiv
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%
0.62arxiv
2026-05-04
231_004
The solution wavefront will spread from math/coding to physics, chemistry, and other fields.
Alex Wissner-Gross
AI40%