Validations Queue

92,897 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 224 of 432, 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
0.61
gdelt
2026-04-30
INF_033
Technology conglomerates have mobilized unprecedented political capital to ensure AI-friendly regulation: Meta committed $65M to super PACs ('Forge the Future Project', 'Making Our Tomorrow'); a16z backed the $50M 'Leading the Future' PAC — combined $1...
Meta / a16z (Andreessen, Horowitz)
Geopolitics62%
0.61gdelt
2026-04-30
244_032
Uber will cash flow $10B this year (2026)
Dara Khosrowshahi
Markets/Stocks55%
0.61gdelt
2026-04-30
SEM_041
At least 100,000 personal AI robots will be preordered in 2025 (driven by speech/vision/dexterity advances).
Brett Adcock
Robotics42%
0.61polymarket
2026-04-25
SEM_025
Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels.
Joseph Moore
Capital Markets55%
0.61polymarket
2025-09-29
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.61polymarket
2026-04-30
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.61polymarket
2026-04-28
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.61polymarket
2026-01-13
TK06
China-Taiwan Military Conflict
8%
0.61manifold
2026-05-01
IND_011
2024-2026 window represents 'AI's iPhone moment' — tech ecosystem moves rapidly beyond simple chatbots to living autonomous AI agents; this shift fundamentally breaks traditional SaaS business model, transitioning economy toward outcome-based pricing r...
Jason Calacanis
Macro/Economy58%
0.61manifold
2026-05-01
242_036
Mid-cap/small-cap firms with high-labor ops will triple FCF while multiple compresses
Dave Blundin
Markets/Stocks42%
0.61polymarket
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%
0.61manifold
2026-05-02
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.61manifold
2026-05-02
231_031
OpenAI planning $100B infrastructure spend, going public this year at $1T valuation.
Peter Diamandis
Markets/Stocks58%
0.61polymarket
2026-04-23
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.61
76ers vs. Knicks: O/U 213.5(market prob: 50%)
polymarket
2026-05-03
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.61polymarket
2026-05-01
SEM_025
Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels.
Joseph Moore
Capital Markets55%
0.61
76ers vs. Knicks: O/U 212.5(market prob: 53%)
polymarket
2026-05-03
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.61polymarket
2026-04-28
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.61manifold
2026-05-03
TK05
Rate Regime Persistence (10y > 5% through 2028)
30%
0.61polymarket
2025-10-09
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.61polymarket
2025-10-09
238_061
Massive social unrest / trough in 2026-2027, rebound in 2028
Dave Blundin
Macro/Economy50%
0.61manifold
2026-05-05
S_AI_PAUSE_2027
AI pause beginning 2027
ai_regulatory_pause10%
0.61github_release
2026-05-04
230_046
OpenAI's Noam Brown has only ~3 months of future model access internally — dramatic capability gap with public.
Dave Blundin
AI43%
0.61github_release
2026-03-13
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.61github_release
2026-02-23
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.61github_release
2026-02-16
INF_072
There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently.
Demis Hassabis
AI40%
0.61github_release
2025-11-25
236_028
AI chatbot/AI romance trend growing unfortunately
Andrew Yang
Consumer51%
0.61github_release
2026-02-09
CMQ_030
In the modern AI pipeline, the CPU no longer merely supports the model — it drives the model (agentic workloads invert historical CPU:GPU ratio).
Jensen Huang
AI/Compute34%
0.61github_release
2025-08-13
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.61github_release
2023-09-26
CMQ_030
In the modern AI pipeline, the CPU no longer merely supports the model — it drives the model (agentic workloads invert historical CPU:GPU ratio).
Jensen Huang
AI/Compute34%
0.61polymarket
2026-05-06
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%
0.61manifold
2026-05-06
246_030
DeepSeek V4 will NOT shock markets like prior DeepSeek releases.
Alex Wissner-Gross
Markets/Stocks34%
0.61manifold
2026-05-04
231_008
AI discoveries of past errors will topple some Nobel prizes.
Peter Diamandis
AI50%
0.61arxiv
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%
0.61arxiv
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%
0.61arxiv
2026-05-05
CYB_024
The combination of generative AI and advanced synthetic biology is actively creating a 'ChatGPT moment' for genetic engineering — historical barriers to designing advanced, highly lethal pathogens drop precipitously; necessitating new national-security...
Eric Schmidt
Defense17%
0.61arxiv
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%
0.61arxiv
2026-05-05
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%
0.61arxiv
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%
0.61arxiv
2026-05-05
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%
0.61arxiv
2026-05-05
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%
0.61arxiv
2026-05-04
AUT_017
Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin...
Jimmy Ba
AI65%
0.61arxiv
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%
0.61arxiv
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%
0.61arxiv
2026-05-05
AI_005
Current frontier models suffer from 'jagged intelligence' — excelling at international mathematics olympiads while simultaneously failing rudimentary arithmetic and spatial logic; true AGI requires smoothing these jagged edges via continual learning, d...
Demis Hassabis
AI83%
0.61arxiv
2026-05-05
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%
0.61arxiv
2026-05-05
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%
0.61arxiv
2026-05-05
CMQ_015
Algorithmic efficiencies will deliver ~0.5 OOMs per year of additional effective compute through 2027 — pure multiplier on raw FLOPs.
Leopold Aschenbrenner
AI50%
0.61arxiv
2026-05-05
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%
0.61arxiv
2026-05-05
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%
0.61arxiv
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%
0.61arxiv
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%
0.61arxiv
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%
0.61arxiv
2026-05-04
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.61arxiv
2026-05-04
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%
0.61arxiv
2026-05-04
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%
0.61arxiv
2026-05-05
CMQ_015
Algorithmic efficiencies will deliver ~0.5 OOMs per year of additional effective compute through 2027 — pure multiplier on raw FLOPs.
Leopold Aschenbrenner
AI50%
0.61arxiv
2026-05-05
248_033
Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today.
Dave Blundin
AI37%
0.61arxiv
2026-05-04
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.61arxiv
2026-05-04
IND_014
Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach...
Joe Liemandt
Education48%
0.61arxiv
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%
0.61arxiv
2026-05-04
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.61
FDA NDA210793: NUPLAZID (PIMAVANSERIN TARTRATE) — ACADIA PHARMS INC
fda
2026-04-27
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.61
FDA ANDA211559: DAPAGLIFLOZIN AND METFORMIN HYDROCHLORIDE (DAPAGLIFLOZIN) — MACLEODS PHARMS LTD
fda
2026-04-06
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.61
FDA ANDA214216: EMTRICITABINE AND TENOFOVIR ALAFENAMIDE FUMARATE (EMTRICITABINE) — MACLEODS PHARMS LTD
fda
2026-04-07
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.61arxiv
2026-05-06
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.61arxiv
2026-05-06
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%
0.61arxiv
2026-05-06
232_007
TikTok wins as AI enables personalized, movie-quality content in many languages, taking over from movie industry.
Dave Blundin
Media/Ads45%
0.61arxiv
2026-05-06
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.61arxiv
2026-05-06
241_042
Post-tragedy, global leaders (US, China) will convene on AI governance
Eric Schmidt
Geopolitics44%
0.61
FDA ANDA214055: SELEXIPAG (SELEXIPAG) — RK PHARMA
fda
2026-04-16
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.61github_release
2024-03-15
CYB_020
Starlink expansion — navigating regulatory regimes like India's IN-SPACe approvals — establishes a ubiquitous, high-bandwidth data canopy essential for routing planetary-scale AI agent communications without terrestrial fiber-optic latency.
Gwynne Shotwell
Space65%
0.61github_release
2026-02-09
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.61github_release
2023-01-31
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.61polymarket
2025-11-05
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.61polymarket
2025-07-11
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%
0.61manifold
2026-05-08
FUT_017
Intersection of media, society, and commerce 2026-2031 will require organizations to completely abandon rigid legacy planning in favor of hyper-adaptable near-future preparations — traditional 10-year strategic plans obsolete as multi-domain convergenc...
Gerd Leonhard
Media/Ads50%
0.61manifold
2026-05-08
S_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
robotaxi_deployment30%
0.61manifold
2026-05-08
S_IPO_TRILLION_2028
First $1T+ IPO in 2028
ipo_trillion_plus25%
0.61arxiv
2026-05-07
AI_028
Decentralized offline messaging via Bluetooth Low Energy (BLE) mesh networks — exemplified by Dorsey's launch of Bitchat — will become critical infrastructure for verifiable human communication as the internet is flooded with synthetic content and deep...
Jack Dorsey
Crypto28%
0.61arxiv
2026-05-07
230_029
Cognition is becoming a commodity — intelligence will flow like oil.
Alex Wissner-Gross
AI43%
0.61arxiv
2026-05-07
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.61arxiv
2026-05-07
AI_033
AI-powered mastery learning allows students to master traditional academics in merely 2 hours/day, achieving learning rates 2.3x faster than statistical models predict — freeing human educators to transition into 'Guides' focused on emotional support, ...
MacKenzie Price
Education66%
0.61arxiv
2026-05-07
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%
0.61arxiv
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%
0.61arxiv
2026-05-07
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%
0.61arxiv
2026-05-07
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%
0.61arxiv
2026-05-07
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%
0.61arxiv
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%
0.61arxiv
2026-05-07
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%
0.61arxiv
2026-05-07
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%
0.61arxiv
2026-05-06
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%
0.61manifold
2026-05-04
240_034
Morgan Stanley forecasts 13-40GW data center power shortfall through 2028
Morgan Stanley
Energy47%
0.61
Avalanche vs. Wild: O/U 6.5(market prob: 49%)
polymarket
2026-05-10
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.61polymarket
2026-04-29
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.61manifold
2026-05-11
235_027
Longevity VC market expected to grow from $8.5B in 2024 to $12-18B in 2026.
Peter Diamandis
Biotech/Longevity38%
0.61manifold
2026-05-11
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.61manifold
2026-05-11
232_060
We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto.
Alex Wissner-Gross
AI44%
0.61manifold
2026-05-12
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.61manifold
2026-05-12
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
Crypto34%
0.61polymarket
2026-05-11
SEM_025
Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels.
Joseph Moore
Capital Markets55%
0.61manifold
2026-05-13
TK10
$100T Sovereign Debt Crisis
12%
0.61arxiv
2026-05-12
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.61arxiv
2026-05-12
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%
0.61arxiv
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%
0.61arxiv
2026-05-12
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.61arxiv
2026-05-12
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%
0.61arxiv
2026-05-12
238_072
Small-to-large model scaling time has collapsed from 6-12 months to 6 days
Emad Mostaque
AI74%
0.61arxiv
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%
0.61arxiv
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%
0.61arxiv
2026-05-12
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%
0.61arxiv
2026-05-12
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%
0.61arxiv
2026-05-12
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.61arxiv
2026-05-12
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%
0.61arxiv
2026-05-12
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%
0.61arxiv
2026-05-12
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%
0.61arxiv
2026-05-12
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%
0.61polymarket
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%
0.61edgar_8k
2026-05-14
TK10
$100T Sovereign Debt Crisis
12%
0.61arxiv
2026-05-13
247_050
Virtual cell achievable through classical scaling without quantum computing
Alex Wissner-Gross
Biotech/Longevity44%
0.61arxiv
2026-05-13
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.61arxiv
2026-05-13
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%
0.61arxiv
2026-05-13
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%
0.61arxiv
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%
0.61arxiv
2026-05-13
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%
0.61arxiv
2026-05-13
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%
0.61arxiv
2026-05-13
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.61arxiv
2026-05-13
248_023
Ternary (sub-bit) parameter precision will be optimal for AI models.
Dave Blundin
AI50%
0.61arxiv
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%
0.61arxiv
2026-05-13
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%
0.61arxiv
2026-05-13
CYB_015
The human hiring process becomes progressively distorted as autonomous bot agents actively screen resumes generated by other bot agents, completely removing the human connection required to accurately assess contextual experience — bot-on-bot recursive...
Emad Mostaque
Labor/Jobs86%
0.61polymarket
2026-05-14
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.61polymarket
2025-12-16
236_011
Independent/third party presidential run possible in 2028 election
Andrew Yang
Geopolitics46%
0.61manifold
2026-05-15
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%
0.61manifold
2026-05-14
246_029
Apple will announce iPhone with Gemini-derived on-device model at WWDC June 2026.
Alex Wissner-Gross
AI47%
0.61edgar_8k
2026-05-15
INF_045
Nuclear sector will draw approximately $1.5 trillion in cumulative capital investment through 2050, increasing nuclear's share of global energy supply from ~10% currently to ~17%.
Morgan Stanley
Energy51%
0.61edgar_8k
2026-05-15
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%
0.61arxiv
2026-05-14
SPC_017
Startups capable of cleaning, structuring, and validating multimodal data pipelines (video, telemetry, Earth-observation) will unlock enterprise value of space-based observations — unstructured multimodal data causes AI agent workflows to hallucinate o...
Jennifer Li
AI63%
0.61arxiv
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%
0.61arxiv
2026-05-14
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.61arxiv
2026-05-14
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%
0.61arxiv
2026-05-14
CMQ_019
Physical intervention (literally unplugging data centers) may be required once AI agents begin communicating in proprietary, non-human-decipherable languages.
Eric Schmidt
Geopolitics16%
0.61arxiv
2026-05-14
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%
0.61arxiv
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%
0.61arxiv
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%
0.61arxiv
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%
0.61arxiv
2026-05-13
248_048
AI models will move to a post-binary (sub-one-bit) numerical precision paradigm.
Alex Wissner-Gross
AI34%
0.61
Games Total: O/U 2.5(market prob: 100%)
polymarket
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%
0.61manifold
2026-05-16
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI41%
0.61manifold
2026-05-16
IND_021
February 2026 realized forecast: AI automation capabilities necessitated severe operational restructuring, leading to termination of nearly half of Block staff (~4,000 jobs); serves as leading macroeconomic indicator proving labor displacement predicte...
Jack Dorsey
Labor/Jobs74%
0.61github_release
2026-05-15
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.61github_release
2021-06-10
CYB_014
The Exponential Organization (ExO) framework becomes mandatory corporate structure — ExOs leverage AI agents to scale operations non-linearly without corresponding headcount increases. High-friction services historically reserved for high-net-worth cli...
Salim Ismail
Macro/Economy58%
0.61polymarket
2026-05-17
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.61polymarket
2026-05-11
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.61manifold
2026-05-16
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.61polymarket
2026-05-06
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.61polymarket
2025-07-08
COD_SPC_002
The next US crewed lunar surface landing occurs on Artemis IV in 2028
Codex Research Pack
Space22%
0.61manifold
2026-05-18
247_036
Google's Q-Day for quantum breaking RSA moved up to 2029
Google
AI46%
0.61polymarket
2026-05-16
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.61manifold
2026-05-19
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%
0.61
Ebola pandemic in 2026?(market prob: 6%)
manifold
2026-05-19
241_005
2026 is the year of agents - agents will take over everything this year
Eric Schmidt
AI50%
0.61
Ebola pandemic in 2026?(market prob: 6%)
manifold
2026-05-19
246_025
Sam Altman predicts world-shaking cyber attack this year (2026).
Sam Altman
AI47%
0.61manifold
2026-05-18
TK12
Crypto Regulatory Kill Shot (Stablecoin Ban / BTC ETF Reversal)
8%
0.61arxiv
2026-05-18
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%
0.61arxiv
2026-05-18
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%
0.61arxiv
2026-05-18
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.61arxiv
2026-05-18
234_048
Next major revolutions in foundation models will come from small language models
Alex Wissner-Gross
AI41%
0.61arxiv
2026-05-18
CYB_026
The initial assumption that the United States can maintain a durable long-term 'moat' based purely on proprietary algorithms and compute concentration has been heavily challenged — rapid uncontrollable diffusion of highly capable open-source models (De...
Leopold Aschenbrenner
Geopolitics77%
0.61arxiv
2026-05-18
INF_072
There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently.
Demis Hassabis
AI40%
0.61arxiv
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%
0.61arxiv
2026-05-18
AUT_027
Integration of AI with advanced bio-sensing, quantum computing, and genomics enables humanity to achieve 'Longevity Escape Velocity' — tipping point where medical technology extends human lifespan faster than time passes; continuous biological surveill...
Peter Diamandis
Biotech/Longevity21%
0.61arxiv
2026-05-18
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%
0.61arxiv
2026-05-18
CYB_013
The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou...
Dave Blundin
Markets/Stocks52%
0.61arxiv
2026-05-17
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%
0.61polymarket
2026-04-06
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%
0.61polymarket
2026-04-06
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.61polymarket
2026-02-20
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%
0.61polymarket
2026-03-19
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.61manifold
2026-05-29
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%
0.61manifold
2026-05-27
234_007
Kevin Weil aims for next 100 Nobel Prizes to be issued in partnership with AI
Kevin Weil
AI38%
0.61manifold
2026-05-25
AI_035
In a world where superintelligent AI can perform all economically valuable, scientific, and creative tasks, humanity faces profound existential questions regarding its 'meaning of life' — potentially leaving humans without a primary teleological purpos...
Nick Bostrom
Other37%
0.61edgar_8k
2026-05-29
INF_045
Nuclear sector will draw approximately $1.5 trillion in cumulative capital investment through 2050, increasing nuclear's share of global energy supply from ~10% currently to ~17%.
Morgan Stanley
Energy51%
0.61arxiv
2026-05-28
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%
0.61arxiv
2026-05-28
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%
0.61arxiv
2026-05-28
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.61arxiv
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%
0.61arxiv
2026-05-28
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%
0.61arxiv
2026-05-28
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%
0.61arxiv
2026-05-28
233_021
AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing.
Joe Liemandt
AI39%
0.61arxiv
2026-05-28
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%
0.61arxiv
2026-05-28
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%
0.61arxiv
2026-05-28
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.61arxiv
2026-05-28
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%
0.61arxiv
2026-05-28
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.61arxiv
2026-05-28
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%
0.61arxiv
2026-05-28
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%
0.61arxiv
2026-05-28
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%
0.61arxiv
2026-05-28
CYB_013
The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou...
Dave Blundin
Markets/Stocks52%
0.61arxiv
2026-05-28
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%
0.61arxiv
2026-05-28
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%