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 353 of 478, 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
0.58
FDA NDA021038: PRECEDEX (DEXMEDETOMIDINE HYDROCHLORIDE) — HOSPIRA
fda
2026-05-01
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.58
FDA ANDA220033: ELTROMBOPAG OLAMINE (ELTROMBOPAG OLAMINE) — ZENARA
fda
2026-04-08
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.58
FDA ANDA205071: MILNACIPRAN HYDROCHLORIDE (MILNACIPRAN HYDROCHLORIDE) — BRECKENRIDGE
fda
2026-04-14
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.58
FDA ANDA216068: ENZALUTAMIDE (ENZALUTAMIDE) — SANDOZ
fda
2026-04-20
IND_010
Autonomous orbital manufacturing (facilitated by companies like Varda Space Industries) will successfully return pharmaceutical products processed in microgravity that are commercially superior to those manufactured on Earth by 2026 — new Biotech front...
Jared Isaacman
Biotech/Longevity43%
0.58
FDA BLA125504: COSENTYX (SECUKINUMAB) — NOVARTIS PHARMS CORP
fda
2026-04-17
TK13
Biotech/Synbio Safety Event
15%
0.58github_release
2025-08-27
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.58github_release
2025-08-13
CYB_029
Corporate API providers will increasingly restrict third-party agent harnesses (exemplified by Anthropic's April 2026 ban of OpenClaw) — this structural conflict highlights the precarious nature of building autonomous enterprises atop proprietary APIs,...
Anthropic
AI80%
0.58github_release
2025-08-13
COD_BIO_005
Colossal adds at least one more de-extinction species to active embryo-transfer pipeline by end 2028
Codex Research Pack
Biotech/Longevity47%
0.58github_release
2025-03-11
231_017
A major supply chain attack from untrusted open-weight code generation models is absolutely a threat vector.
Alex Wissner-Gross
AI42%
0.58github_release
2021-12-15
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.58github_release
2021-04-28
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.58github_release
2020-11-03
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.58
76ers vs. Knicks: O/U 214.5(market prob: 49%)
polymarket
2026-05-05
235_002
Anthropic will exceed OpenAI in revenue this year (2026).
Dave Blundin
AI75%
0.58
Spread: Spurs (-10.5)(market prob: 49%)
polymarket
2026-05-06
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.58polymarket
2026-05-06
247_042
Professional Robotics League first US match on April 19, 2026 in Boston
Alex Wissner-Gross
Robotics65%
0.58polymarket
2026-04-30
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%
0.58manifold
2026-05-06
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58manifold
2026-05-06
240_034
Morgan Stanley forecasts 13-40GW data center power shortfall through 2028
Morgan Stanley
Energy47%
0.58arxiv
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%
0.58arxiv
2026-05-05
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%
0.58arxiv
2026-05-05
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%
0.58arxiv
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%
0.58arxiv
2026-05-04
CYB_023
Immutable cryptographic verification layers — specifically Bitcoin — must be integrated into AI architectures as decentralized ground-truth anchor: establishing undeniable digital provenance in an ecosystem inevitably flooded with AI-generated data, de...
Michael Saylor
Crypto26%
0.58arxiv
2026-05-04
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%
0.58arxiv
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%
0.58arxiv
2026-05-04
AUT_004
Equity markets will algorithmically reward corporate entities that utilize AI to slash headcount while ruthlessly punishing those that retain human-heavy operational structures — transforming AI from productivity tool into an economic surveillance mech...
Andrew Yang
Markets/Stocks30%
0.58arxiv
2026-05-04
231_007
AI will analyze scientific literature and shock humanity by revealing wrong turns made over the past century.
Alex Wissner-Gross
AI42%
0.58arxiv
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%
0.58arxiv
2026-05-04
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%
0.58arxiv
2026-05-05
231_019
Feynman Grand Prize for nanotech (Drexlerian assemblers) could be solved in next 2-3 years.
Alex Wissner-Gross
Other39%
0.58arxiv
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%
0.58arxiv
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%
0.58arxiv
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%
0.58arxiv
2026-05-04
CMQ_062
Physicists are successfully demonstrating quantum interference with increasingly larger physical masses — rapid quantum-hardware advancement.
Alex Wissner-Gross
Quantum62%
0.58arxiv
2026-05-04
S_COMPUTE_10GW_2028
Compute: 10GW total by Dec 2028
compute_scale40%
0.58arxiv
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%
0.58
FDA ANDA216213: LENALIDOMIDE (LENALIDOMIDE) — AMNEAL
fda
2026-04-27
IND_010
Autonomous orbital manufacturing (facilitated by companies like Varda Space Industries) will successfully return pharmaceutical products processed in microgravity that are commercially superior to those manufactured on Earth by 2026 — new Biotech front...
Jared Isaacman
Biotech/Longevity43%
0.58
FDA ANDA211547: DEXTROAMP SACCHARATE, AMP ASPARTATE, DEXTROAMP SULFATE AND AMP SULFATE (AMPHETAMINE ASPARTATE) — SPECGX LLC
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%
0.58
FDA NDA215430: AUVELITY (BUPROPION HYDROCHLORIDE) — AXSOME
fda
2026-04-30
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.58manifold
2026-05-07
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.58manifold
2026-05-07
235_006
By end of 2026 AI will enable creating any virus or nuclear weapon via AI agent.
Dave Blundin
AI50%
0.58arxiv
2026-05-06
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.58arxiv
2026-05-06
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%
0.58arxiv
2026-05-06
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%
0.58arxiv
2026-05-06
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%
0.58
FDA NDA216993: VANFLYTA (QUIZARTINIB DIHYDROCHLORIDE) — DAIICHI SANKYO INC
fda
2026-04-29
IND_010
Autonomous orbital manufacturing (facilitated by companies like Varda Space Industries) will successfully return pharmaceutical products processed in microgravity that are commercially superior to those manufactured on Earth by 2026 — new Biotech front...
Jared Isaacman
Biotech/Longevity43%
0.58
FDA BLA761340: EPYSQLI (ECULIZUMAB-AAGH) — SAMSUNG BIOEPIS CO LTD
fda
2026-04-28
CMQ_037
Samsung will grow global HBM market share from 20% to 28% by securing majority of orders for Vera Rubin-exclusive HBM4.
Morgan Stanley
Semis/Memory20%
0.58
FDA BLA761349: COSENTYX (SECUKINUMAB) — NOVARTIS PHARMS CORP
fda
2026-04-17
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.58
FDA NDA216579: SYMBICORT AEROSPHERE (BUDESONIDE) — ASTRAZENECA
fda
2026-04-27
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.58github_release
2024-10-30
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%
0.58github_release
2026-03-03
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%
0.58github_release
2019-05-30
INF_001
Reaching AGI by 2027 will require deployment of hundreds of millions of AI GPUs — forcing total mobilization of US industrial capacity for semiconductor fab and data-center shell construction.
Leopold Aschenbrenner
AI48%
0.58github_release
2026-04-26
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.58github_release
2024-03-29
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.58
Knicks vs. 76ers: O/U 214.5(market prob: 48%)
polymarket
2026-05-07
235_002
Anthropic will exceed OpenAI in revenue this year (2026).
Dave Blundin
AI75%
0.58
Spread: Spurs (-4.5)(market prob: 54%)
polymarket
2026-05-07
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.58
Knicks vs. 76ers: O/U 213.5(market prob: 51%)
polymarket
2026-05-07
235_025
Nvidia's margins unsustainable; cracks in armor but all chips made will sell.
Dave Blundin
Markets/Stocks45%
0.58polymarket
2026-04-26
237_017
The entire SaaS market is going to zero because features can be rebuilt in five minutes with agents.
Alex Finn
Markets/Stocks45%
0.58polymarket
2026-04-27
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%
0.58polymarket
2026-04-12
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.58
test-a(market prob: 42%)
manifold
2026-05-08
COD_BIO_002
An AI-designed Isomorphic or peer drug enters or completes Phase 1 by end 2027
Codex Research Pack
Biotech/Longevity50%
0.58arxiv
2026-05-07
CYB_012
'Recommendation poisoning' — deliberate corruption of the data lakes, training sets, and persistent memory banks that agents rely on for purchase/action decisions — emerges as the primary new cybersecurity-marketing vector, blurring the line between di...
Alex Finn
AI44%
0.58arxiv
2026-05-07
IND_013
General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future...
Jimmy Ba
AI79%
0.58arxiv
2026-05-07
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.58arxiv
2026-05-07
AI_036
Reinforcement Learning from Human Feedback (RLHF) will fail catastrophically when applied to superintelligence — because humans will be inherently incapable of evaluating the incomprehensible logic and actions of an ASI; therefore, aligning superintell...
Leopold Aschenbrenner
AI49%
0.58arxiv
2026-05-07
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.58arxiv
2026-05-07
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.58arxiv
2026-05-06
SEM_033
AI is gaining the capability to autonomously conduct original physics research (e.g., GPT-5.2 Pro proved new gluon scattering formulas).
Alex Wissner-Gross
AI/Physics56%
0.58arxiv
2026-05-06
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.58arxiv
2026-05-06
238_072
Small-to-large model scaling time has collapsed from 6-12 months to 6 days
Emad Mostaque
AI74%
0.58
FDA ANDA213929: LEUCOVORIN CALCIUM (LEUCOVORIN CALCIUM) — LEADING
fda
2026-05-05
CMQ_037
Samsung will grow global HBM market share from 20% to 28% by securing majority of orders for Vera Rubin-exclusive HBM4.
Morgan Stanley
Semis/Memory20%
0.58
FDA ANDA090508: FINASTERIDE (FINASTERIDE) — SUN PHARM
fda
2026-04-30
IND_010
Autonomous orbital manufacturing (facilitated by companies like Varda Space Industries) will successfully return pharmaceutical products processed in microgravity that are commercially superior to those manufactured on Earth by 2026 — new Biotech front...
Jared Isaacman
Biotech/Longevity43%
0.58polymarket
2026-04-12
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.58polymarket
2026-04-27
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58edgar_8k
2026-05-08
CMQ_040
AI-driven demand has triggered an 'unprecedented supercycle' for dominant global memory suppliers (Samsung, SK Hynix, Micron).
Samsung executives
Semis/Memory62%
0.58polymarket
2026-05-08
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%
0.58polymarket
2026-04-13
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58polymarket
2026-01-02
232_013
Recursive self-improvement loops likely to go live in the next 12 months; 2026 will be the most consequential year for humanity.
Jimmy Ba
AI47%
0.58manifold
2026-05-10
244_032
Uber will cash flow $10B this year (2026)
Dara Khosrowshahi
Markets/Stocks55%
0.58polymarket
2026-05-02
TK06
China-Taiwan Military Conflict
8%
0.58polymarket
2026-05-03
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.58polymarket
2026-05-08
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58manifold
2026-05-11
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.58manifold
2026-05-11
236_002
UBI must come before UHI as an intermediate step
Andrew Yang
Macro/Economy42%
0.58manifold
2026-05-11
238_015
Brent Bornick/1X to ship Peter a humanoid robot this summer (2026)
Brent Bornick
Robotics42%
0.58edgar_8k
2026-05-11
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%
0.58edgar_8k
2026-05-11
SEM_025
Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels.
Joseph Moore
Capital Markets55%
0.58edgar_8k
2026-05-11
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58github_release
2026-04-16
INF_026
'Software 3.0' LLM infrastructure will operate like public utilities — requiring massive upfront capex (training compute, specialized hardware), specialized networking protocols for synchrony across hundreds of thousands of GPUs, and flawless uninterru...
Andrej Karpathy
AI64%
0.58github_release
2025-09-01
232_014
Recursive self-improvement is already here, not 12 months away.
Alex Wissner-Gross
AI70%
0.58github_release
2025-09-01
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.58github_release
2025-08-21
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.58github_release
2025-07-01
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%
0.58github_release
2025-04-11
CYB_009
Hardware-software alignment will force widespread foundational-codebase rewrites — exemplified by Midjourney's strategic migration from Google TPU architecture to native GPU framework, enabling hyper-fast personalization, HD generation, and massive par...
David Holz
AI77%
0.58polymarket
2026-05-12
CMQ_041
Reallocation of foundry real estate toward high-margin HBM leaves severe unaddressed supply shortage for traditional consumer-grade DRAM — bifurcation of global memory market.
Morgan Stanley
Semis/Memory71%
0.58polymarket
2026-05-12
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%
0.58polymarket
2026-04-27
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.58manifold
2026-05-12
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.58manifold
2026-05-12
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.58edgar_8k
2026-05-12
240_034
Morgan Stanley forecasts 13-40GW data center power shortfall through 2028
Morgan Stanley
Energy47%
0.58github_release
2025-05-14
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.58github_release
2025-05-09
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%
0.58github_release
2023-06-16
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%
0.58polymarket
2026-05-01
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58polymarket
2025-12-23
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.58polymarket
2026-05-12
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%
0.58polymarket
2026-05-11
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58polymarket
2026-05-06
242_037
China will land on the moon before end of 2030
China (government)
Space46%
0.58polymarket
2025-11-12
236_011
Independent/third party presidential run possible in 2028 election
Andrew Yang
Geopolitics46%
0.58manifold
2026-05-13
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%
0.58edgar_8k
2026-05-13
SEM_028
Main characters for semi institutional portfolios: Nvidia, Broadcom, and high-growth connectivity firms like Astera Labs.
Joseph Moore
Capital Markets55%
0.58arxiv
2026-05-12
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.58arxiv
2026-05-12
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%
0.58polymarket
2026-04-30
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%
0.58polymarket
2026-01-02
241_036
No frontier AI company will emerge in Russia due to war
Eric Schmidt
AI51%
0.58polymarket
2026-04-29
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58polymarket
2026-05-11
FUT_008
China ceases to exist as functional unified economic superpower within next 10 years — terminal horizon ~2036 with severe undeniable systemic degradation fully visible 2026-2031. Unique-compromised demographic pyramid (One-Child Policy + fastest urbani...
Peter Zeihan
Geopolitics30%
0.58polymarket
2026-05-11
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58manifold
2026-05-14
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%
0.58arxiv
2026-05-13
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%
0.58arxiv
2026-05-13
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%
0.58arxiv
2026-05-13
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%
0.58arxiv
2026-05-13
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%
0.58arxiv
2026-05-13
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.58arxiv
2026-05-13
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%
0.58arxiv
2026-05-13
232_008
Real-time AI video generation will break any video/voice-based security mechanisms.
Ben Horowitz
AI46%
0.58
FDA ANDA091037: VALPROIC ACID (VALPROIC ACID) — SUN PHARM INDS LTD
fda
2026-05-05
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.58
FDA NDA022433: BRILINTA (TICAGRELOR) — ASTRAZENECA
fda
2026-05-07
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.58polymarket
2025-12-16
234_035
Massive social unrest will come before the next US presidential election
Dave Blundin
Geopolitics50%
0.58polymarket
2026-05-14
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58polymarket
2026-05-14
238_036
Manus (bought by Meta for $2B) will become Meta's agent layer inside WhatsApp, operating on behalf of advertisers
Emad Mostaque
Media/Ads35%
0.58polymarket
2026-05-14
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.58polymarket
2026-02-13
FUT_008
China ceases to exist as functional unified economic superpower within next 10 years — terminal horizon ~2036 with severe undeniable systemic degradation fully visible 2026-2031. Unique-compromised demographic pyramid (One-Child Policy + fastest urbani...
Peter Zeihan
Geopolitics30%
0.58polymarket
2026-05-04
238_061
Massive social unrest / trough in 2026-2027, rebound in 2028
Dave Blundin
Macro/Economy50%
0.58manifold
2026-05-15
242_035
S&P will see massive reshuffling with huge winners; no company can project FCF beyond 5 years
Dave Blundin
Markets/Stocks50%
0.58manifold
2026-05-14
232_021
No chance AI will be paused in the next three years given current administration and China competition.
Dave Blundin
Geopolitics75%
0.58manifold
2026-05-12
246_020
China will land on moon by 2030 (credible competitive mission).
Alex Wissner-Gross
Geopolitics20%
0.58arxiv
2026-05-14
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%
0.58arxiv
2026-05-14
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%
0.58arxiv
2026-05-14
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%
0.58arxiv
2026-05-14
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%
0.58arxiv
2026-05-14
248_048
AI models will move to a post-binary (sub-one-bit) numerical precision paradigm.
Alex Wissner-Gross
AI34%
0.58arxiv
2026-05-14
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.58arxiv
2026-05-14
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%
0.58arxiv
2026-05-14
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%
0.58
FDA NDA204819: ADEMPAS (RIOCIGUAT) — BAYER HLTHCARE
fda
2026-05-08
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.58polymarket
2026-05-15
242_007
Prediction markets favor $2T+ SpaceX IPO pricing in Terafab value
Prediction markets
Markets/Stocks45%
0.58manifold
2026-05-16
242_005
Starship launch cadence will reach one every 5.3 minutes (274/day)
Peter Diamandis
Space49%
0.58manifold
2026-05-16
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58
FDA ANDA204345: CAPECITABINE (CAPECITABINE) — DR REDDYS
fda
2026-05-07
COD_BIO_002
An AI-designed Isomorphic or peer drug enters or completes Phase 1 by end 2027
Codex Research Pack
Biotech/Longevity50%
0.58
FDA NDA021379: ELIGARD KIT (LEUPROLIDE ACETATE) — TOLMAR
fda
2026-05-06
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.58github_release
2021-07-15
242_051
Dyson swarm compute infrastructure will be realized in a few years
Alex Wissner-Gross
Space37%
0.58polymarket
2026-05-11
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.58polymarket
2026-05-11
S_AGI_WINTER_2036PLUS
AGI delayed: capability plateau or AI winter
agi_general_capability10%
0.58polymarket
2026-05-15
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%
0.58manifold
2026-05-17
236_011
Independent/third party presidential run possible in 2028 election
Andrew Yang
Geopolitics46%
0.58polymarket
2026-04-29
SEM_015
Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.
Jensen Huang
Policy/Semis66%
0.58polymarket
2026-02-06
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%
0.58polymarket
2025-08-17
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58polymarket
2026-05-16
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58manifold
2026-05-18
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58manifold
2026-05-18
SPC_006
Starlink exceeded 10 million active global subscribers by February 2026, generating estimated annual revenues exceeding $20 billion — internal cash flow essentially eliminates SpaceX's requirement for public market capital and funds high-risk developme...
SpaceX
Space88%
0.58manifold
2026-05-18
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.58manifold
2026-05-15
234_051
Claude-facilitated dating will replace traditional matchmaking
Alex Wissner-Gross
Consumer38%
0.58polymarket
2025-11-12
232_021
No chance AI will be paused in the next three years given current administration and China competition.
Dave Blundin
Geopolitics75%
0.58polymarket
2026-05-07
229_025
Competitors that can match Figure's current capabilities are at least two years behind.
Brett Adcock
Robotics46%
0.58polymarket
2026-05-16
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%
0.58polymarket
2026-05-08
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58arxiv
2026-05-18
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%
0.58arxiv
2026-05-18
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%
0.58arxiv
2026-05-18
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%
0.58arxiv
2026-05-18
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%
0.58arxiv
2026-05-18
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%
0.58arxiv
2026-05-18
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%
0.58arxiv
2026-05-18
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%
0.58arxiv
2026-05-17
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%
0.58polymarket
2026-05-29
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58polymarket
2026-03-02
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.58polymarket
2026-01-02
232_013
Recursive self-improvement loops likely to go live in the next 12 months; 2026 will be the most consequential year for humanity.
Jimmy Ba
AI47%
0.58polymarket
2026-05-29
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58polymarket
2026-04-29
240_045
White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer)
Alex Wissner-Gross
Geopolitics39%
0.58polymarket
2026-02-28
FUT_008
China ceases to exist as functional unified economic superpower within next 10 years — terminal horizon ~2036 with severe undeniable systemic degradation fully visible 2026-2031. Unique-compromised demographic pyramid (One-Child Policy + fastest urbani...
Peter Zeihan
Geopolitics30%
0.58polymarket
2026-01-02
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.58polymarket
2026-05-25
240_045
White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer)
Alex Wissner-Gross
Geopolitics39%
0.58manifold
2026-05-28
243_025
Middle East (UAE, KSA) will be most forward-leaning on autonomous vehicle deployment
Dara Khosrowshahi
Auto/Transport44%
0.58manifold
2026-05-27
IND_007
Massive 'Corporate Collapse' 2026 as legacy businesses fail to integrate GPT-5 level capabilities — specifically predicting a 1.1 million job loss event tied to this transition. AI intelligence growth by end-2026 comparable to evolutionary leap 'from a...
Dave Blundin
Labor/Jobs34%
0.58manifold
2026-05-25
242_033
Companies will race to 80% token spend / 20% salary; good by 2030-2032
Dave Blundin
Labor/Jobs49%
0.58manifold
2026-05-24
233_005
Interactive AI tutors with engaging personalities/avatars will arrive within about a year.
Dave Blundin
AI51%
0.58edgar_8k
2026-05-29
CYB_018
Figure AI valuation has eclipsed $39 billion by early 2026 — surpassing SpaceX's 2020 valuation — backed by concentrated collective capital of the AI hardware-software industry (Microsoft, NVIDIA, OpenAI), signaling industry-wide belief that humanoid r...
Brett Adcock
Robotics69%
0.58edgar_8k
2026-05-29
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58edgar_8k
2026-05-29
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58arxiv
2026-05-28
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.58arxiv
2026-05-28
231_015
Next Deep Seek model release will be when Chinese open-weight models catch up to American frontier models.
Alex Wissner-Gross
AI34%
0.58arxiv
2026-05-28
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%
0.58arxiv
2026-05-28
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%
0.58arxiv
2026-05-28
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.58arxiv
2026-05-28
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%
0.58arxiv
2026-05-28
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%
0.58arxiv
2026-05-28
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%
0.58
FDA ANDA091404: MEROPENEM (MEROPENEM) — ACS DOBFAR
fda
2026-05-20
TK13
Biotech/Synbio Safety Event
15%