Validations Queue

103,951 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 374 of 482, 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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SimDocSourcePredDomainPrior
0.58polymarket
2025-07-03
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58polymarket
2025-11-12
S_AI_PAUSE_2027
AI pause beginning 2027
ai_regulatory_pause10%
0.58manifold
2026-04-27
FUT_016
Next 5 years (2026-2030) require individuals + organizations to adopt 'FLUX' superpowers — ability to transform constant uncertainty into strategic advantage. Traditional linear career paths dissolve entirely by 2030, replaced by fluid portfolio-based ...
April Rinne
Labor/Jobs39%
0.58edgar_8k
2026-04-30
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58edgar_8k
2026-04-30
TK10
$100T Sovereign Debt Crisis
12%
0.58
Spread: Rockets (-3.5)(market prob: 52%)
polymarket
2026-04-30
234_015
Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months
Peter Diamandis
Markets/Stocks31%
0.58polymarket
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%
0.58polymarket
2026-04-27
241_027
China will win low-end robotic hardware race
Eric Schmidt
Robotics49%
0.58polymarket
2025-12-16
234_035
Massive social unrest will come before the next US presidential election
Dave Blundin
Geopolitics36%
0.58polymarket
2025-07-28
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%
0.58polymarket
2025-07-16
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI37%
0.58polymarket
2025-11-12
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58polymarket
2026-05-02
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58polymarket
2026-04-26
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.58
Raptors vs. Cavaliers(market prob: 28%)
polymarket
2026-04-27
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58polymarket
2026-04-27
247_042
Professional Robotics League first US match on April 19, 2026 in Boston
Alex Wissner-Gross
Robotics65%
0.58polymarket
2026-04-30
232_021
No chance AI will be paused in the next three years given current administration and China competition.
Dave Blundin
Geopolitics75%
0.58polymarket
2026-04-30
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
2026-04-05
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58polymarket
2025-12-06
241_027
China will win low-end robotic hardware race
Eric Schmidt
Robotics49%
0.58manifold
2026-05-02
AUT_007
2026 US GDP growth 5% to 6.2% driven directly by AI productivity — citing massive productivity increases unlocked by enterprise AI integration as primary catalyst. Traditional enterprise SaaS 'maintenance and migration' revenue models structurally coll...
Chamath Palihapitiya
Macro/Economy13%
0.58manifold
2026-05-02
238_061
Massive social unrest / trough in 2026-2027, rebound in 2028
Dave Blundin
Macro/Economy36%
0.58manifold
2026-05-02
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.58polymarket
2025-07-16
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58polymarket
2025-07-21
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%
0.58polymarket
2026-04-24
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI20%
0.58manifold
2026-05-03
SEM_002
By 2025-2026, AI model outputs will outpace the cognitive capabilities of college graduates (driven by hundreds of millions of GPUs).
Leopold Aschenbrenner
AI56%
0.58polymarket
2026-04-27
246_024
Something really bad will happen if OpenAI catches up/Grok 5 releases (forced mythos out the door).
Dave Blundin
AI45%
0.58manifold
2026-05-04
CMQ_020
Nearly $2.5 trillion of AI-related infrastructure investment will flow through the global economy by 2028; >80% of that spending is still ahead of the market as of early 2026.
Morgan Stanley
Macro/Economy61%
0.58manifold
2026-05-04
AUT_007
2026 US GDP growth 5% to 6.2% driven directly by AI productivity — citing massive productivity increases unlocked by enterprise AI integration as primary catalyst. Traditional enterprise SaaS 'maintenance and migration' revenue models structurally coll...
Chamath Palihapitiya
Macro/Economy13%
0.58manifold
2026-05-04
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets53%
0.58manifold
2026-05-04
243_032
Uber business growing at >20% and audience growing at ~20%
Dara Khosrowshahi
Markets/Stocks48%
0.58manifold
2026-05-03
234_019
Expect big AI capability improvements via recursive self-improvement over next few weeks
Alex Wissner-Gross
AI24%
0.58polymarket
2026-04-23
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58polymarket
2026-01-21
237_017
The entire SaaS market is going to zero because features can be rebuilt in five minutes with agents.
Alex Finn
Markets/Stocks35%
0.58polymarket
2026-05-04
FUT_015
Era of 'multipolarity without multilateralism' defining 2026-2031 per Eurasia Group + WEF Global Risks Report — power highly distributed among regional hegemons but international cooperation mechanisms (UN, WTO) functionally collapsed. Exacerbated by '...
Ian Bremmer
Geopolitics62%
0.58manifold
2026-05-05
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI20%
0.58edgar_8k
2026-05-05
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.58edgar_8k
2026-05-05
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58edgar_8k
2026-05-04
SEM_028
Main characters for semi institutional portfolios: Nvidia, Broadcom, and high-growth connectivity firms like Astera Labs.
Joseph Moore
Capital Markets55%
0.58edgar_8k
2026-05-04
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.58
FDA ANDA219865: METHOTREXATE SODIUM (METHOTREXATE SODIUM) — HETERO LABS LTD VI
fda
2026-04-30
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity31%
0.58
FDA ANDA219257: ANDA219257 ((unspecified)) — RENATA LIMITED
fda
2026-04-08
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.58
FDA ANDA210671: MULTIPLE VITAMINS INJECTION PEDIATRIC (ASCORBIC ACID) — APOTEX
fda
2026-04-21
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity31%
0.58
FDA NDA206709: DIACOMIT (STIRIPENTOL) — BIOCODEX SA
fda
2026-04-15
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 NDA219293: DANZITEN (NILOTINIB TARTRATE) — AZURITY
fda
2026-04-14
233_019
Alpha plans to conduct a million-student pharmaceutical-grade randomized control trial on Timeback.
Joe Liemandt
Education35%
0.58
FDA ANDA213165: LENALIDOMIDE (LENALIDOMIDE) — CIPLA
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%
0.58
FDA NDA018900: METRO I.V. IN PLASTIC CONTAINER (METRONIDAZOLE) — B BRAUN
fda
2026-04-23
245_009
Breaking plastic-degradation technology could become a supplement that breaks microplastics in the gut before absorption
Peter Diamandis
Biotech/Longevity45%
0.58github_release
2025-04-05
235_010
Plugins/marketplaces will get built into baseline models and won't need to exist independently.
Alex Wissner-Gross
AI38%
0.58github_release
2022-12-16
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.58github_release
2021-04-28
237_022
Alex Finn plans to build an autonomous closed-loop organization where agents research, validate, code and deploy value on the web in coming years.
Alex Finn
AI33%
0.58github_release
2021-04-28
INF_009
The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute.
Alex Wissner-Gross
AI17%
0.58github_release
2021-04-28
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%
0.58
76ers vs. Knicks: O/U 215.5(market prob: 46%)
polymarket
2026-05-05
247_010
Anthropic will beat OpenAI in valuation trajectory
Dave Blundin
AI40%
0.58
76ers vs. Knicks: O/U 214.5(market prob: 49%)
polymarket
2026-05-05
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58polymarket
2026-05-06
233_009
A motivational learning bundle with video game designers will be released in 2026.
Joe Liemandt
Education36%
0.58polymarket
2026-05-06
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
2026-05-06
240_034
Morgan Stanley forecasts 13-40GW data center power shortfall through 2028
Morgan Stanley
Energy47%
0.58arxiv
2026-05-05
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.58arxiv
2026-05-05
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%
0.58arxiv
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%
0.58arxiv
2026-05-05
FUT_007
Global economy accelerates into structural demographic depression 2026-2031 — Baby Boomer cohort transitions from high-velocity capital creators/consumers to capital-draining healthcare-dependent retirees; Gen X + Millennials lack numerical mass to rep...
Peter Zeihan
Macro/Economy41%
0.58arxiv
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%
0.58arxiv
2026-05-05
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
2026-05-05
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%
0.58arxiv
2026-05-05
247_050
Virtual cell achievable through classical scaling without quantum computing
Alex Wissner-Gross
Biotech/Longevity44%
0.58arxiv
2026-05-04
231_021
Privacy is cooked; every major company will have AI-recording wearables and micro drones gathering data.
Peter Diamandis
Consumer59%
0.58arxiv
2026-05-04
CMQ_059
Shift to local compute is driven by: (1) absolute data privacy, (2) cost control for high-volume inference, (3) running uncensored/customized LLMs unavailable on major clouds.
Alex Finn
AI56%
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
2026-05-04
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
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.58arxiv
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%
0.58arxiv
2026-05-05
231_036
Relativity Space still probably a year or two away from launch.
Peter Diamandis
Space51%
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
2026-05-03
248_023
Ternary (sub-bit) parameter precision will be optimal for AI models.
Dave Blundin
AI50%
0.58
FDA ANDA205254: ZOLEDRONIC ACID (ZOLEDRONIC ACID) — MYLAN LABS LTD
fda
2026-04-15
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 ANDA212212: BUDESONIDE AND FORMOTEROL FUMARATE DIHYDRATE (BUDESONIDE) — TEVA PHARMS USA INC
fda
2026-04-23
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.58
FDA BLA761451: SAPHNELO (ANIFROLIMAB-FNIA) — ASTRAZENECA AB
fda
2026-04-24
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 NDA215833: PLUVICTO (LUTETIUM LU-177 VIPIVOTIDE TETRAXETAN) — NOVARTIS
fda
2026-04-07
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 ANDA214216: EMTRICITABINE AND TENOFOVIR ALAFENAMIDE FUMARATE (EMTRICITABINE) — MACLEODS PHARMS LTD
fda
2026-04-07
248_030
FDA will be first government agency forced to get out of the way; government must accelerate regulation speed thousands of times.
Dave Blundin
Geopolitics50%
0.58
FDA ANDA214216: EMTRICITABINE AND TENOFOVIR ALAFENAMIDE FUMARATE (EMTRICITABINE) — MACLEODS PHARMS LTD
fda
2026-04-07
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
Spread: Thunder (-15.5)(market prob: 49%)
polymarket
2026-05-06
TK10
$100T Sovereign Debt Crisis
12%
0.58polymarket
2025-11-14
235_007
AI regulation window is this calendar year 2026 before chaos breaks out.
Dave Blundin
Geopolitics19%
0.58polymarket
2026-05-06
235_002
Anthropic will exceed OpenAI in revenue this year (2026).
Dave Blundin
AI75%
0.58polymarket
2026-05-07
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%
0.58
Spread: Thunder (-14.5)(market prob: 52%)
polymarket
2026-05-07
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58
Spread: Thunder (-14.5)(market prob: 52%)
polymarket
2026-05-07
TK10
$100T Sovereign Debt Crisis
12%
0.58polymarket
2026-05-05
229_001
Figure will put robots on its own manufacturing lines (BotQ) this year to build robots.
Brett Adcock
Robotics39%
0.58polymarket
2026-02-17
231_011
The country that trains its next generation on AI wins the entire talent war.
Peter Diamandis
Geopolitics55%
0.58manifold
2026-05-07
238_005
By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly free
Alex Wissner-Gross
AI39%
0.58manifold
2026-05-07
SEM_038
Digital superintelligence (smarter than any human at anything) will arrive as early as 2025 or 2026.
Elon Musk
AI/AGI19%
0.58manifold
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%
0.58manifold
2026-05-07
IND_009
Artificial Superintelligence arrives by roughly 2030 — shortly thereafter all human illnesses will be cured 'much sooner than we think'; mechanism: AI not just predicting protein structures but generating novel biological designs revolutionizing drug d...
Demis Hassabis
Biotech/Longevity19%
0.58manifold
2026-05-07
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.58manifold
2026-05-07
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.58
Free Lottery (GRB 170817A)(market prob: 17%)
manifold
2026-05-07
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58arxiv
2026-05-06
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.58arxiv
2026-05-06
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
2026-05-06
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.58arxiv
2026-05-06
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
2026-05-05
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
2026-05-05
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%
0.58github_release
2025-01-27
AUT_021
Defining software movement of 2026: startups building autonomous platforms specifically designed to clean/structure/continuously validate multimodal data — unstructured corporate sludge (PDFs, logs, videos, emails) causes autonomous agentic workflows t...
Marc Andreessen
AI52%
0.58github_release
2025-01-27
IND_005
Convergence of computational biology + AI-driven data modeling + CRISPR gene editing enables bringing back extinct species — Form Bio platform (spun out 2022) enables successful resurrection of woolly mammoth and Tasmanian tiger within the decade (by ~...
Ben Lamm
Biotech/Longevity33%
0.58github_release
2025-11-12
S_ROBOTAXI_TESLA_2026
Tesla FSD unsupervised wide deployment by Nov 2026
robotaxi_deployment40%
0.58github_release
2025-11-12
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.58github_release
2022-11-30
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%
0.58github_release
2025-11-03
230_045
GDP will be replaced by an 'Abundance Capability Index' measuring capacity to solve problems.
Alex Wissner-Gross
Macro/Economy26%
0.58github_release
2025-02-10
229_047
Figure's 3,000 B200 GPU cluster is coming online for Helix pre-training with much larger GPUs planned.
Brett Adcock
AI77%
0.58polymarket
2026-05-07
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58manifold
2026-05-08
S_RECESSION_2026
NBER recession declared 2026
macro_recession20%
0.58arxiv
2026-05-07
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%
0.58arxiv
2026-05-07
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
2026-05-07
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
2026-05-07
240_013
Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs
Sam Altman
AI41%
0.58arxiv
2026-05-07
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%
0.58arxiv
2026-05-07
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.58arxiv
2026-05-07
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
2026-05-07
AUT_003
'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch...
Andrej Karpathy
AI87%
0.58arxiv
2026-05-06
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.58arxiv
2026-05-06
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.58arxiv
2026-05-06
S_COMPUTE_10GW_2028
Compute: 10GW total by Dec 2028
compute_scale40%
0.58arxiv
2026-05-06
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.58arxiv
2026-05-06
241_024
Heat dissipation and radiation issues in space data centers will be addressed
Eric Schmidt
Space54%
0.58arxiv
2026-05-06
242_002
Long-term petawatt compute will come only from lunar mass drivers
Peter Diamandis
Space37%
0.58arxiv
2026-05-06
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
2026-05-06
235_045
Most volume in e-commerce and physical world will eventually be dominated by algorithms (like quantitative trading).
Alex Wissner-Gross
Consumer42%
0.58arxiv
2026-05-06
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.58
FDA ANDA217239: TORSEMIDE (TORSEMIDE) — MICRO LABS
fda
2026-05-01
248_030
FDA will be first government agency forced to get out of the way; government must accelerate regulation speed thousands of times.
Dave Blundin
Geopolitics50%
0.58
FDA ANDA090508: FINASTERIDE (FINASTERIDE) — SUN PHARM
fda
2026-04-30
233_019
Alpha plans to conduct a million-student pharmaceutical-grade randomized control trial on Timeback.
Joe Liemandt
Education35%
0.58polymarket
2026-04-15
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
2026-03-18
230_016
Data center regulation in NY/elsewhere will accelerate moving compute to orbit (Dyson swarm).
Alex Wissner-Gross
Space55%
0.58polymarket
2026-03-18
235_007
AI regulation window is this calendar year 2026 before chaos breaks out.
Dave Blundin
Geopolitics19%
0.58polymarket
2026-02-19
242_035
S&P will see massive reshuffling with huge winners; no company can project FCF beyond 5 years
Dave Blundin
Markets/Stocks36%
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
2025-07-21
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%
0.58polymarket
2026-05-07
INF_070
Bitcoin mining will function as the ultimate "buyer of last resort" for energy producers — a perfectly elastic, location-agnostic load that absorbs excess solar output and stranded remote-nuclear power (e.g. Valar Atomics gigasites, Bloom Energy co-gen...
Leopold Aschenbrenner
Energy57%
0.58polymarket
2026-04-13
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58polymarket
2025-11-14
235_007
AI regulation window is this calendar year 2026 before chaos breaks out.
Dave Blundin
Geopolitics19%
0.58polymarket
2025-11-14
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.58
Spread: Cavaliers (-3.5)(market prob: 50%)
polymarket
2026-05-09
235_025
Nvidia's margins unsustainable; cracks in armor but all chips made will sell.
Dave Blundin
Markets/Stocks32%
0.58
Spread: Cavaliers (-3.5)(market prob: 50%)
polymarket
2026-05-09
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58
Spread: Thunder (-10.5)(market prob: 57%)
polymarket
2026-05-10
TK10
$100T Sovereign Debt Crisis
12%
0.58polymarket
2026-05-02
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58polymarket
2026-04-27
INF_068
2026 will be a watershed year for state and institutional Bitcoin accumulation — nations will drive a sustained Bitcoin shopping spree, formalizing digital assets as reserve infrastructure.
Michael Saylor
Crypto29%
0.58polymarket
2026-05-09
235_002
Anthropic will exceed OpenAI in revenue this year (2026).
Dave Blundin
AI75%
0.58manifold
2026-05-11
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.58manifold
2026-05-11
247_004
Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions
Dave Blundin
AI39%
0.58manifold
2026-05-11
238_009
Recursive self-improvement is already happening now (no longer three years out)
Alex Wissner-Gross
AI78%
0.58manifold
2026-05-11
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58manifold
2026-05-11
247_018
First version of social contract will be politicians writing checks in next election
Dave Blundin
Macro/Economy46%
0.58manifold
2026-05-11
238_040
Google may announce a locally hosted Gemma-type model at WWDC in June 2026 for Apple OS
Alex Wissner-Gross
AI34%
0.58manifold
2026-05-10
234_019
Expect big AI capability improvements via recursive self-improvement over next few weeks
Alex Wissner-Gross
AI24%
0.58edgar_8k
2026-05-11
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58edgar_8k
2026-05-11
CMQ_024
'Tokens per Watt' is the defining Key Performance Indicator (KPI) for the modern digital economy.
Jensen Huang
AI/Compute54%
0.58github_release
2025-09-10
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%
0.58polymarket
2026-05-11
TK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12%
0.58polymarket
2026-05-12
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58polymarket
2026-05-12
242_037
China will land on the moon before end of 2030
China (government)
Space46%
0.58polymarket
2025-11-12
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58
Wild vs. Avalanche(market prob: 34%)
polymarket
2026-05-10
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58polymarket
2026-04-27
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58polymarket
2025-11-12
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58manifold
2026-05-12
248_040
Pausing AI will fail and only accelerate race dynamics.
Alex Wissner-Gross
AI53%
0.58edgar_8k
2026-05-12
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.58edgar_8k
2026-05-12
COD_ROB_002
1X ships first paid NEO Early Access units to US homes in 2026
Codex Research Pack
Robotics27%
0.58
FDA ANDA200217: LORAZEPAM (LORAZEPAM) — RISING
fda
2026-05-04
233_019
Alpha plans to conduct a million-student pharmaceutical-grade randomized control trial on Timeback.
Joe Liemandt
Education35%
0.58github_release
2024-12-05
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
2024-12-05
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
2023-08-07
AUT_021
Defining software movement of 2026: startups building autonomous platforms specifically designed to clean/structure/continuously validate multimodal data — unstructured corporate sludge (PDFs, logs, videos, emails) causes autonomous agentic workflows t...
Marc Andreessen
AI52%
0.58polymarket
2026-05-11
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
2026-05-05
241_042
Post-tragedy, global leaders (US, China) will convene on AI governance
Eric Schmidt
Geopolitics44%
0.58polymarket
2025-11-12
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58manifold
2026-05-12
242_058
Cybercab owners will generate revenue via autonomous ridesharing fleets
Peter Diamandis
Auto/Transport51%
0.58edgar_8k
2026-05-13
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.58arxiv
2026-05-12
231_019
Feynman Grand Prize for nanotech (Drexlerian assemblers) could be solved in next 2-3 years.
Alex Wissner-Gross
Other39%
0.58arxiv
2026-05-12
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
2026-05-12
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
2026-05-12
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.58
FDA NDA020578: ZOLADEX (GOSERELIN ACETATE) — TERSERA
fda
2026-05-06
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 NDA020515: ZOLADEX (GOSERELIN) — TERSERA
fda
2026-05-06
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
2026-03-09
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%
0.58polymarket
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%
0.58polymarket
2026-05-11
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
2026-02-05
233_011
Government ministries of education globally will wait and see until dramatically more proof exists before adoption.
Joe Liemandt
Education37%
0.58polymarket
2026-05-11
S_AGI_WINTER_2036PLUS
AGI delayed: capability plateau or AI winter
agi_general_capability10%
0.58polymarket
2026-02-05
236_045
Government path to UBI vanishingly unlikely, but possible outsized asymmetry in 2028
Andrew Yang
Geopolitics41%
0.58edgar_8k
2026-05-14
SEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.
Joseph Moore
Capital Markets68%
0.58arxiv
2026-05-13
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
2026-05-13
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
2026-05-13
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
2026-05-13
AUT_003
'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch...
Andrej Karpathy
AI87%
0.58github_release
2025-06-28
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.58polymarket
2026-05-11
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
2025-12-24
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets53%
0.58polymarket
2026-05-14
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.58polymarket
2025-12-16
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.58polymarket
2026-05-10
231_018
Blitz will switch to next generation model in late March 2026.
Dave Blundin
AI30%
0.58polymarket
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%
0.58polymarket
2026-05-11
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%