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 275 of 441, 200 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
0.60
FDA ANDA090535: OXYCODONE AND ACETAMINOPHEN (ACETAMINOPHEN) — SUN PHARM INDS INC
fda
2026-06-18
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60polymarket
2026-05-21
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60polymarket
2026-05-21
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60polymarket
2026-05-21
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60polymarket
2026-05-21
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%
0.60polymarket
2026-05-21
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%
0.60polymarket
2026-06-02
236_003
Jobs will get whisked away in many firms in 2026
Andrew Yang
Labor/Jobs49%
0.60polymarket
2026-05-21
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%
0.60arxiv
2026-06-24
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%
0.60arxiv
2026-06-24
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%
0.60arxiv
2026-06-24
INF_016
Power generation is the 'innermost loop' and absolute limiting factor on AI expansion; any AI capability scaling ultimately routes through the speed at which new generation can be brought online.
Elon Musk
Energy57%
0.60arxiv
2026-06-24
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.60arxiv
2026-06-24
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.60arxiv
2026-06-24
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.60arxiv
2026-06-23
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%
0.60arxiv
2026-06-24
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%
0.60arxiv
2026-06-23
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%
0.60arxiv
2026-06-23
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%
0.60arxiv
2026-06-23
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%
0.60arxiv
2026-06-23
233_021
AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing.
Joe Liemandt
AI39%
0.60arxiv
2026-06-24
CYB_022
Supply-chain attacks targeting widely utilized open-source AI packages — exemplified by documented attacks on the LiteLLM framework — represent extreme systemic risk: a single compromised foundational code repository instantly and autonomously infects ...
Alex Wissner-Gross
AI76%
0.60arxiv
2026-06-24
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%
0.60arxiv
2026-06-24
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.60arxiv
2026-06-24
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.60arxiv
2026-06-24
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%
0.60arxiv
2026-06-24
238_020
Math field is 'cooked' — AI will solve research-level mathematics (first open hard math problem imminently)
Alex Wissner-Gross
AI61%
0.60arxiv
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%
0.60arxiv
2026-06-24
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.60arxiv
2026-06-24
S_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
robotaxi_deployment30%
0.60arxiv
2026-06-23
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%
0.60
FDA ANDA207418: OXYCODONE HYDROCHLORIDE (OXYCODONE 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%
0.60
FDA ANDA040110: MEPERIDINE HYDROCHLORIDE (MEPERIDINE HYDROCHLORIDE) — HIKMA
fda
2026-06-18
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60
FDA ANDA213479: LEVORPHANOL TARTRATE (LEVORPHANOL TARTRATE) — NOVITIUM PHARMA
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%
0.60
FDA ANDA215138: BUTALBITAL, ACETAMINOPHEN, CAFFEINE AND CODEINE PHOSPHATE (ACETAMINOPHEN) — HIKMA
fda
2026-06-18
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60
FDA ANDA215138: BUTALBITAL, ACETAMINOPHEN, CAFFEINE AND CODEINE PHOSPHATE (ACETAMINOPHEN) — HIKMA
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%
0.60polymarket
2026-04-06
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.60
Spread: Uruguay (-2.5)(market prob: 1%)
polymarket
2026-05-21
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60manifold
2026-06-26
235_015
GPT5-caliber model could shrink to 30-40B parameters, potentially as low as 1-2B or millions.
Alex Wissner-Gross
AI35%
0.60manifold
2026-06-26
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.60arxiv
2026-06-25
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%
0.60arxiv
2026-06-25
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%
0.60arxiv
2026-06-25
FUT_020
Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m...
Multi-Forecaster Synthesis
Labor/Jobs45%
0.60arxiv
2026-06-25
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%
0.60arxiv
2026-06-25
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.60arxiv
2026-06-25
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%
0.60arxiv
2026-06-25
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%
0.60arxiv
2026-06-24
AI_029
Blockchain provenance protocols will be increasingly applied to enterprise workflows to detect deepfakes and verify the authenticity of AI model outputs — positioning cryptographic content-authentication as a mandatory enterprise trust layer.
Morgan Stanley
AI57%
0.60arxiv
2026-06-25
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%
0.60arxiv
2026-06-25
FUT_020
Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m...
Multi-Forecaster Synthesis
Labor/Jobs45%
0.60arxiv
2026-06-25
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.60arxiv
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%
0.60arxiv
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%
0.60arxiv
2026-06-25
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%
0.60arxiv
2026-06-25
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.60arxiv
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%
0.60arxiv
2026-06-24
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.60arxiv
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%
0.60arxiv
2026-06-24
246_028
Broad civilizational cyber attack via AI hash function inversion is borderline guaranteed.
Alex Wissner-Gross
AI42%
0.60arxiv
2026-06-25
IND_006
Trajectory of AI development — and by extension future of American economic labor — will be decided by political outcomes rather than purely technical hurdles. Overly restrictive regulatory regimes threaten to stall frontier science and cede global AI ...
Ben Horowitz
Geopolitics56%
0.60arxiv
2026-06-25
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.60arxiv
2026-06-25
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.60arxiv
2026-06-25
S_AGI_WINTER_2036PLUS
AGI delayed: capability plateau or AI winter
agi_general_capability10%
0.60arxiv
2026-06-25
CMQ_062
Physicists are successfully demonstrating quantum interference with increasingly larger physical masses — rapid quantum-hardware advancement.
Alex Wissner-Gross
Quantum62%
0.60arxiv
2026-06-24
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.60polymarket
2026-04-24
232_021
No chance AI will be paused in the next three years given current administration and China competition.
Dave Blundin
Geopolitics75%
0.60polymarket
2026-05-25
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.60polymarket
2026-05-21
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60polymarket
2026-05-21
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.60polymarket
2026-05-21
229_025
Competitors that can match Figure's current capabilities are at least two years behind.
Brett Adcock
Robotics46%
0.60polymarket
2026-04-24
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.60edgar_8k
2026-06-26
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.60
FDA ANDA040535: OXYCODONE AND ACETAMINOPHEN (ACETAMINOPHEN) — WATSON LABS
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%
0.60polymarket
2026-06-26
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.60
Spread: Colombia (-1.5)(market prob: 37%)
polymarket
2026-06-28
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60polymarket
2026-06-28
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.60polymarket
2026-06-26
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%
0.60polymarket
2026-06-28
244_008
If you build liquid supply with product-market fit, demand will show up
Dara Khosrowshahi
Other53%
0.60polymarket
2026-06-22
240_045
White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer)
Alex Wissner-Gross
Geopolitics39%
0.60polymarket
2026-05-26
242_057
Artemis 2 launches April 1, 2026 - circumlunar mission
Peter Diamandis
Space56%
0.60polymarket
2026-06-27
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.60polymarket
2026-06-02
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.60manifold
2026-06-28
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI41%
0.60polymarket
2026-04-08
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%
0.60polymarket
2026-03-24
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60polymarket
2026-03-25
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.60polymarket
2025-12-17
FUT_014
'US political revolution' ranked #1 tier global risk 2026+ per Eurasia Group — internal partisan bifurcation within United States has moved well beyond traditional electoral friction into systemic institutional paralysis; federal government increasingl...
Ian Bremmer
Geopolitics55%
0.60polymarket
2025-11-04
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.60polymarket
2026-04-09
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.60polymarket
2026-04-26
235_017
OpenAI will likely go public at north of $1 trillion valuation.
Peter Diamandis
Markets/Stocks48%
0.60polymarket
2026-03-04
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.60polymarket
2025-12-16
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.60polymarket
2026-03-31
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.60polymarket
2026-03-31
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%
0.60polymarket
2025-07-02
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.60polymarket
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%
0.60polymarket
2026-03-25
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.60polymarket
2025-07-02
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%
0.60polymarket
2025-07-02
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%
0.60polymarket
2025-07-02
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%
0.60polymarket
2026-03-06
240_045
White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer)
Alex Wissner-Gross
Geopolitics39%
0.60polymarket
2025-07-02
246_020
China will land on moon by 2030 (credible competitive mission).
Alex Wissner-Gross
Geopolitics32%
0.60polymarket
2025-07-03
235_007
AI regulation window is this calendar year 2026 before chaos breaks out.
Dave Blundin
Geopolitics45%
0.60manifold
2026-04-29
238_048
US must find 100 GW of new power or lose AI race to China (cited from Eric Schmidt)
Eric Schmidt
Geopolitics45%
0.60manifold
2026-04-25
CMQ_004
AGI-like models matching or outperforming human experts across most professional domains could arrive as early as 2026-2027.
Dario Amodei
AI28%
0.60polymarket
2025-07-02
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%
0.60polymarket
2025-12-08
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.60
gdelt
2026-04-30
241_032
World can accommodate ~10 frontier AI companies at scale
Eric Schmidt
AI46%
0.60gdelt
2026-04-30
INF_011
Mega-cap hyperscalers will commit over $1 trillion of capital expenditures in the 2025-2026 period alone, with roughly half financed via debt — intertwining AI buildout risk with global credit markets.
Morgan Stanley
Macro/Economy92%
0.60
gdelt
2026-04-30
231_019
Feynman Grand Prize for nanotech (Drexlerian assemblers) could be solved in next 2-3 years.
Alex Wissner-Gross
Other39%
0.60gdelt
2026-04-30
235_014
Sam Altman predicted 40x year-over-year hyperdeflation of AI costs at constant capability.
Sam Altman
AI51%
0.60gdelt
2026-04-30
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60
gdelt
2026-04-30
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.60
gdelt
2026-04-30
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.60gdelt
2026-04-30
INF_003
The global AI infrastructure buildout is in its earliest phase — only a few hundred billion of a trillions-of-dollars transition has been deployed; Huang calls it the largest infrastructure buildout in human history.
Jensen Huang
Macro/Economy43%
0.60
gdelt
2026-04-30
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.60gdelt
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%
0.60gdelt
2026-04-30
244_016
AV will grow very quickly but remains very small industry today
Dara Khosrowshahi
Auto/Transport49%
0.60
gdelt
2026-04-30
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.60polymarket
2025-07-02
246_020
China will land on moon by 2030 (credible competitive mission).
Alex Wissner-Gross
Geopolitics32%
0.60polymarket
2026-04-29
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%
0.60polymarket
2025-12-08
AUT_022
2026 is the definitive 'inflection year' for Autonomous Vehicles — forecasting 33 distinct consumer AV launches and expansion of AV services into 9 new major US cities; China will aggressively lead global adoption, accounting for half the global smart-...
Morgan Stanley
Auto/Transport47%
0.60polymarket
2025-07-10
247_025
Super PACs will determine election outcomes at order of magnitude bigger than before
Dave Blundin
Geopolitics42%
0.60polymarket
2025-07-02
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60edgar_8k
2026-04-30
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%
0.60
Spread: Rockets (-3.5)(market prob: 52%)
polymarket
2026-04-30
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.60polymarket
2026-05-01
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%
0.60polymarket
2025-10-10
236_008
First $100 trillion dollar companies and multi-trillionaires will come online
Peter Diamandis
Markets/Stocks53%
0.60polymarket
2025-10-10
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%
0.60polymarket
2025-12-08
242_010
By end of 2026, a full GPU will be able to do brain surgery or discover new math/physics
Dave Blundin
AI50%
0.60polymarket
2025-12-08
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60manifold
2026-05-01
241_027
China will win low-end robotic hardware race
Eric Schmidt
Robotics49%
0.60polymarket
2026-05-02
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%
0.60polymarket
2025-12-08
AUT_024
H1 2026 will deliver a 'massive AI breakthrough' driven by unprecedented concentration of computational power at leading American laboratories — AI has been elevated from mere thematic investment to structural 'macro variable' akin to oil prices or int...
Morgan Stanley
AI42%
0.60polymarket
2026-01-02
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.60manifold
2026-05-02
247_006
Anthropic ARR will reach $100 billion by end of 2026
Peter Diamandis
AI50%
0.60polymarket
2026-04-25
237_025
We are currently in the midst of the singularity, not waiting for it in the 2040s as originally expected.
Peter Diamandis
AI59%
0.60polymarket
2025-07-28
236_011
Independent/third party presidential run possible in 2028 election
Andrew Yang
Geopolitics46%
0.60manifold
2026-05-04
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.60manifold
2026-05-04
INF_014
Data-center industry could emit up to 2.5 billion tons of CO2 cumulatively through 2030 if powered primarily by fossil fuels — a scale that materially delays global climate-pledge compliance.
Morgan Stanley
Energy42%
0.60manifold
2026-05-04
SEM_018
SMIC (China) projected at only 100,000 wafers/month of advanced-process capacity by 2026 — severe constraint forcing algorithmic bypasses.
SMIC (All-In Podcast analysis)
Semis47%
0.60manifold
2026-05-04
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.60manifold
2026-05-04
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.60polymarket
2025-12-08
CMQ_034
HBM will remain in structural shortage through at least 2027 — shortage extends multi-year despite aggressive fab expansion.
Morgan Stanley
Semis/Memory84%
0.60polymarket
2025-07-08
S_AI_PAUSE_2027
AI pause beginning 2027
ai_regulatory_pause10%
0.60manifold
2026-05-05
SEM_009
The AI boom rooted in semiconductor hardware will generate the world's first individual trillionaire (2026+).
Mark Cuban
Economy30%
0.60manifold
2026-05-05
S_AGI_MID_2029
AGI mid: Kurzweil 2029 path
agi_general_capability35%
0.60manifold
2026-05-05
242_006
Terafab will reach 70% of TSMC's output
Peter Diamandis
AI45%
0.60manifold
2026-05-05
S_AGI_MID_2029
AGI mid: Kurzweil 2029 path
agi_general_capability35%
0.60manifold
2026-05-04
SEM_041
At least 100,000 personal AI robots will be preordered in 2025 (driven by speech/vision/dexterity advances).
Brett Adcock
Robotics42%
0.60edgar_8k
2026-05-05
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.60
FDA ANDA208539: TICAGRELOR (TICAGRELOR) — MICRO LABS
fda
2026-04-27
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.60
FDA ANDA079099: LAMOTRIGINE (LAMOTRIGINE) — GLENMARK PHARMS LTD
fda
2026-04-17
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60
FDA ANDA090124: ALENDRONATE SODIUM (ALENDRONATE SODIUM) — AUROBINDO PHARMA
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%
0.60
FDA ANDA209348: LENALIDOMIDE (LENALIDOMIDE) — DR REDDYS
fda
2026-04-27
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.60
FDA NDA216964: IDVYNSO (DORAVIRINE) — MSD
fda
2026-04-20
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60github_release
2025-11-17
238_025
AI computer-use benchmarks (OSWorld, Tbench) have broken through human level
Emad Mostaque
AI45%
0.60github_release
2022-08-25
230_031
We are in an era of domain collapse — AlphaFold pattern will repeat across many fields starting now.
Alex Wissner-Gross
AI43%
0.60github_release
2021-11-05
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.60github_release
2021-09-30
INF_027
AI infrastructure applied to structural biology will compress drug-development timelines from approximately a decade to weeks — potentially eradicating many major diseases within 10 years. Requires localized high-speed InfiniBand networking inside the DC.
Demis Hassabis
Biotech/Longevity38%
0.60github_release
2026-01-13
248_038
We will see humanoid robot threats alongside the current Sam Altman backlash.
Salim Ismail
Robotics34%
0.60github_release
2025-02-24
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%
0.60github_release
2025-11-12
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.60github_release
2025-10-15
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.60github_release
2024-02-22
CMQ_044
Future data-center architectures optimized for agentic workflows may require 1:2 or even 2:1 CPU-to-GPU ratio (vs historical 1:12) to prevent GPU idle-waiting.
Morgan Stanley
AI/Compute65%
0.60github_release
2022-08-05
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.60github_release
2026-05-05
IND_026
Non-coders and engineers alike must build for 'where the models are going, not where they are today' — 'this is the worst the models will ever be'. Next-generation models will 'eat your scaffolding for breakfast'; manual software configuration, standar...
Kevin Weil
Labor/Jobs61%
0.60github_release
2020-10-14
229_046
Current Figure robots have 3-5x headroom in speed via existing actuators once software enables it.
Brett Adcock
Robotics28%
0.60github_release
2020-10-14
S_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
robotaxi_deployment30%
0.60polymarket
2025-12-08
SEM_035
World-class, AI-based mathematicians will emerge within a single year (by ~early 2027).
Eric Schmidt
AI/Cognition45%
0.60polymarket
2025-12-08
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.60polymarket
2025-12-08
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.60polymarket
2025-12-08
231_038
TSMC fabs will come online in 5-6-7 years; Elon won't wait that long.
Dave Blundin
AI44%
0.60polymarket
2025-12-08
235_007
AI regulation window is this calendar year 2026 before chaos breaks out.
Dave Blundin
Geopolitics45%
0.60manifold
2026-05-06
INF_010
US data-center demand will reach 74 GW by 2028 against a projected ~49 GW power-access shortfall — structural gap driven by retiring coal/gas, aging grid, and ~7-year interconnection queues.
Morgan Stanley
Energy56%
0.60arxiv
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%
0.60arxiv
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%
0.60arxiv
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%
0.60arxiv
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%
0.60arxiv
2026-05-05
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.60arxiv
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%
0.60arxiv
2026-05-04
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.60arxiv
2026-05-04
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.60arxiv
2026-05-05
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%
0.60arxiv
2026-05-05
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%
0.60arxiv
2026-05-05
232_008
Real-time AI video generation will break any video/voice-based security mechanisms.
Ben Horowitz
AI46%
0.60arxiv
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%
0.60arxiv
2026-05-05
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.60arxiv
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%
0.60arxiv
2026-05-05
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%
0.60arxiv
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%
0.60arxiv
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%
0.60arxiv
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%
0.60arxiv
2026-05-04
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%
0.60arxiv
2026-05-05
AI_006
True autonomous agents are 'not anywhere close' — AGI and reliable long-horizon agents will require a full decade (2034 or beyond) to develop the holistic contextual reasoning and robust world models needed for unconstrained physical and digital enviro...
Andrej Karpathy
AI38%
0.60arxiv
2026-05-04
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%
0.60arxiv
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%
0.60arxiv
2026-05-05
234_045
Moon disassembly for AI data centers may not actually be needed due to physics advances
Alex Wissner-Gross
Space37%
0.60
FDA NDA218390: INGREZZA SPRINKLE (VALBENAZINE TOSYLATE) — NEUROCRINE
fda
2026-04-08
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60
FDA ANDA211506: DAPAGLIFLOZIN (DAPAGLIFLOZIN) — MACLEODS PHARMS LTD
fda
2026-04-06
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60
FDA ANDA211531: DAPAGLIFLOZIN (DAPAGLIFLOZIN) — LUPIN
fda
2026-04-06
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%