Validations Queue

95,758 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 290 of 444, 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
0.60arxiv
2026-06-10
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%
0.60arxiv
2026-06-10
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.60arxiv
2026-06-11
248_023
Ternary (sub-bit) parameter precision will be optimal for AI models.
Dave Blundin
AI50%
0.60arxiv
2026-06-11
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.60arxiv
2026-06-11
AI_003
AI-native companies are currently compressing what traditionally took a decade to reach $100 million in Annual Recurring Revenue (ARR) into just 12-24 months — an unprecedented monetization velocity.
Dario Amodei
Macro/Economy52%
0.60arxiv
2026-06-10
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.60arxiv
2026-06-10
ROB_004
By approximately 2027-2028, collaborative AI programs will essentially 'solve physics' — unifying general relativity and quantum mechanics into a new mathematical framework; the core mission of DeepMind is to 'first solve AI, then use AI to solve every...
Demis Hassabis
AI8%
0.60github_release
2018-03-01
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.60polymarket
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%
0.60polymarket
2026-04-06
232_021
No chance AI will be paused in the next three years given current administration and China competition.
Dave Blundin
Geopolitics75%
0.60polymarket
2025-12-05
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%
0.60manifold
2026-06-13
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%
0.60
FDA BLA761306: EBGLYSS (LEBRIKIZUMAB-LBKZ) — ELI LILLY AND CO
fda
2026-06-09
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.60github_release
2021-01-05
S_HUMANOID_ENTERPRISE_2028
Humanoid R2: 100K+ enterprise by Nov 2028
humanoid_deployment50%
0.60polymarket
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%
0.60polymarket
2026-04-24
FUT_012
Two-thirds of world's nations reaching tipping point 2026-2031 where building new renewable capacity is strictly cheaper than operating existing fully-depreciated coal/natural gas facilities — achieved completely independent of government subsidies. De...
Ramez Naam
Energy45%
0.60polymarket
2026-04-24
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60manifold
2026-06-14
246_032
Claude or successors will be granted limited form of AI personhood.
Alex Wissner-Gross
AI35%
0.60manifold
2026-06-13
FUT_009
Wars 2026-2031 pivot decisively from ideological struggles to brutal localized conflicts over critical physical inputs — specifically energy, copper, and agricultural fertilizers. Global geopolitical map fractures into highly regionalized spheres of in...
Peter Zeihan
Geopolitics42%
0.60polymarket
2025-12-05
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.60polymarket
2026-03-19
FUT_023
'Demographic bifurcation' 2026-2031: widening divides in size, growth, and structure of populations globally — creates extreme socioeconomic friction between aging wealthy nations (US, EU, Japan, Korea, China) and younger resource-starved regions (Afri...
Ian Bremmer
Geopolitics68%
0.60manifold
2026-06-15
238_039
Apple's underused unified memory overhang will likely collapse within the next year
Alex Wissner-Gross
AI36%
0.60manifold
2026-06-15
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%
0.60polymarket
2026-05-21
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.60polymarket
2026-04-24
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.60manifold
2026-06-16
246_021
GPT-5.5 Spud will be released imminently (within days).
Alex Wissner-Gross
AI38%
0.60manifold
2026-06-16
240_008
NVIDIA export controls will get even more aggressive in coming months
Alex Wissner-Gross
Geopolitics38%
0.60edgar_8k
2026-06-16
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%
0.60arxiv
2026-06-15
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.60arxiv
2026-06-15
FUT_020
Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m...
Multi-Forecaster Synthesis
Labor/Jobs45%
0.60arxiv
2026-06-15
229_045
Figure will not differentiate by vertical form factor—general-purpose humanoid is the bet.
Brett Adcock
Robotics28%
0.60arxiv
2026-06-15
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%
0.60arxiv
2026-06-15
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.60arxiv
2026-06-15
248_033
Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today.
Dave Blundin
AI37%
0.60arxiv
2026-06-14
FUT_020
Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m...
Multi-Forecaster Synthesis
Labor/Jobs45%
0.60arxiv
2026-06-15
SEM_012
Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.
Jensen Huang
AI/Manufacturing75%
0.60arxiv
2026-06-15
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.60arxiv
2026-06-15
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.60arxiv
2026-06-15
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.60arxiv
2026-06-15
AUT_020
AI-driven adaptive learning platforms operating with near-total autonomy — human teachers transition from content deliverers to motivational 'guides' while AI handles entirety of core academic instruction. Short highly-focused 'Pomodoro' sessions manag...
MacKenzie Price
Education49%
0.60arxiv
2026-06-14
FUT_003
Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m...
Superforecaster Community
AI100%
0.60arxiv
2026-06-14
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.60arxiv
2026-06-14
FUT_020
Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m...
Multi-Forecaster Synthesis
Labor/Jobs45%
0.60arxiv
2026-06-13
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%
0.60arxiv
2026-06-14
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.60
FDA ANDA213568: CEPHALEXIN (CEPHALEXIN) — AUROBINDO PHARMA
fda
2026-06-09
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.60polymarket
2026-04-06
232_021
No chance AI will be paused in the next three years given current administration and China competition.
Dave Blundin
Geopolitics75%
0.60polymarket
2026-04-06
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60
Cuban regime falls in 2026?(market prob: 18%)
polymarket
2026-03-10
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60arxiv
2026-06-16
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.60arxiv
2026-06-16
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%
0.60arxiv
2026-06-16
INF_035
Advanced U.S. manufacturing capacity for 3D-printed liquid-cooling plates will scale rapidly — Fabric8Labs secured $50M (NEA + Intel Capital) specifically to address the AI-DC thermal bottleneck with electrochemically-deposited intricate cold-plate geo...
Fabric8Labs (NEA / Intel Capital funded)
Semis65%
0.60arxiv
2026-06-16
CMQ_042
As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory.
Morgan Stanley
AI/Compute35%
0.60arxiv
2026-06-16
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%
0.60arxiv
2026-06-16
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%
0.60arxiv
2026-06-16
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%
0.60arxiv
2026-06-16
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.60arxiv
2026-06-15
243_011
Autonomous driver will be much safer than a human being
Dara Khosrowshahi
Auto/Transport44%
0.60arxiv
2026-06-15
IND_013
General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future...
Jimmy Ba
AI79%
0.60arxiv
2026-06-16
CMQ_031
AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve.
Alex Wissner-Gross
AI/Compute42%
0.60arxiv
2026-06-15
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.60polymarket
2026-05-21
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.60
Spread: Mexico (-1.5)(market prob: 23%)
polymarket
2026-05-21
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.60polymarket
2026-06-15
246_006
OpenAI will IPO by end of 2026, Anthropic early-to-mid 2027 (may try end of 2026).
Peter Diamandis
Markets/Stocks45%
0.60polymarket
2025-12-05
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.60polymarket
2026-04-06
232_021
No chance AI will be paused in the next three years given current administration and China competition.
Dave Blundin
Geopolitics75%
0.60polymarket
2026-04-06
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.60edgar_8k
2026-06-18
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.60arxiv
2026-06-17
AI_025
Most current generative AI wrappers are transient — they will fade into the background as infrastructure layers, analogous to Radio Shack fading in the Windows/PC era; winners will be infrastructure and verticalized depth plays, not thin API-wrapper apps.
Mark Cuban
AI60%
0.60arxiv
2026-06-16
CMQ_031
AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve.
Alex Wissner-Gross
AI/Compute42%
0.60arxiv
2026-06-17
CMQ_015
Algorithmic efficiencies will deliver ~0.5 OOMs per year of additional effective compute through 2027 — pure multiplier on raw FLOPs.
Leopold Aschenbrenner
AI50%
0.60arxiv
2026-06-17
FUT_003
Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m...
Superforecaster Community
AI100%
0.60arxiv
2026-06-17
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.60arxiv
2026-06-17
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%
0.60arxiv
2026-06-17
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%
0.60arxiv
2026-06-17
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%
0.60arxiv
2026-06-17
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.60arxiv
2026-06-17
ROB_012
The ultimate bottleneck for global robotics deployment is NOT software architecture but physical GPU hardware — nearly all advanced AI chips are manufactured in Taiwan; the entire trajectory of global automation and the timeline to the singularity is p...
David Holz
Semis71%
0.60arxiv
2026-06-17
INF_054
Valar HTGR gigasites will chemically store excess energy by synthesizing carbon-neutral hydrocarbon fuels from high-temperature nuclear heat — addressing a trillion-dollar TAM by decarbonizing steel, cement, and petrochemicals.
Isaiah Taylor
Energy16%
0.60arxiv
2026-06-16
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.60arxiv
2026-06-16
247_050
Virtual cell achievable through classical scaling without quantum computing
Alex Wissner-Gross
Biotech/Longevity44%
0.60arxiv
2026-06-16
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.60arxiv
2026-06-17
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.60arxiv
2026-06-17
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%
0.60arxiv
2026-06-16
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.60arxiv
2026-06-16
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%
0.60github_release
2026-06-18
230_040
AI capability/accuracy will improve recursively; output-checking issues will be eliminated quickly.
Peter Diamandis
AI50%
0.60
Spread: Türkiye (-1.5)(market prob: 24%)
polymarket
2026-05-21
TK06
China-Taiwan Military Conflict
8%
0.60polymarket
2026-06-13
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%
0.60
Brazil leading at halftime?(market prob: 70%)
polymarket
2026-05-21
232_021
No chance AI will be paused in the next three years given current administration and China competition.
Dave Blundin
Geopolitics75%
0.60polymarket
2025-11-12
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.60polymarket
2026-06-05
236_011
Independent/third party presidential run possible in 2028 election
Andrew Yang
Geopolitics46%
0.60polymarket
2025-12-05
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.60polymarket
2026-06-09
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60polymarket
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%
0.60manifold
2026-06-18
S_RECESSION_2027
NBER recession declared 2027
macro_recession30%
0.60arxiv
2026-06-18
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.60arxiv
2026-06-18
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.60arxiv
2026-06-18
AUT_010
As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton...
Daniella Amodei
AI56%
0.60arxiv
2026-06-18
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%
0.60arxiv
2026-06-18
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.60arxiv
2026-06-17
ROB_013
Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g...
Jimmy Ba
Robotics62%
0.60arxiv
2026-06-17
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.60arxiv
2026-06-18
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%
0.60arxiv
2026-06-18
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.60arxiv
2026-06-18
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%
0.60arxiv
2026-06-18
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%
0.60arxiv
2026-06-18
IND_003
Latency of medical truth actively collapsing — genomic sequencing for newborns in neonatal intensive care units (NICUs) reduced to a 4-hour window, effectively moving diagnostics from 'wait and see' paradigm to real-time intervention; convergence of ph...
Alex Wissner-Gross
Biotech/Longevity46%
0.60arxiv
2026-06-17
CMQ_062
Physicists are successfully demonstrating quantum interference with increasingly larger physical masses — rapid quantum-hardware advancement.
Alex Wissner-Gross
Quantum62%
0.60arxiv
2026-06-18
ROB_013
Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g...
Jimmy Ba
Robotics62%
0.60arxiv
2026-06-17
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%
0.60arxiv
2026-06-17
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.60arxiv
2026-06-18
232_056
Every single discipline (math, physics, chemistry, medicine) will be flattened by well-targeted generalist AIs.
Alex Wissner-Gross
AI40%
0.60arxiv
2026-06-18
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%
0.60polymarket
2026-04-06
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60polymarket
2025-11-11
229_027
Figure's only serious competitive threat for humanoids is China; no US/Western player registers today.
Brett Adcock
Geopolitics41%
0.60
Games Total: O/U 2.5(market prob: 100%)
polymarket
2026-06-19
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.60polymarket
2026-04-24
FUT_012
Two-thirds of world's nations reaching tipping point 2026-2031 where building new renewable capacity is strictly cheaper than operating existing fully-depreciated coal/natural gas facilities — achieved completely independent of government subsidies. De...
Ramez Naam
Energy45%
0.60polymarket
2025-12-05
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.60polymarket
2026-01-02
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.60polymarket
2026-05-21
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.60polymarket
2026-04-27
232_021
No chance AI will be paused in the next three years given current administration and China competition.
Dave Blundin
Geopolitics75%
0.60polymarket
2026-06-15
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.60manifold
2026-06-20
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.60polymarket
2026-04-20
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.60
Spread: Portugal (-1.5)(market prob: 61%)
polymarket
2026-05-21
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60polymarket
2026-04-24
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%
0.60
Spread: Portugal (-2.5)(market prob: 39%)
polymarket
2026-05-21
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60polymarket
2026-05-21
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.60polymarket
2026-06-05
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%
0.60polymarket
2026-04-06
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.60polymarket
2026-06-05
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%
0.60polymarket
2026-04-06
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.60polymarket
2026-05-21
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.60polymarket
2026-04-06
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60polymarket
2026-05-25
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60polymarket
2026-04-06
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.60polymarket
2026-04-24
FUT_012
Two-thirds of world's nations reaching tipping point 2026-2031 where building new renewable capacity is strictly cheaper than operating existing fully-depreciated coal/natural gas facilities — achieved completely independent of government subsidies. De...
Ramez Naam
Energy45%
0.60polymarket
2026-05-21
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.60edgar_8k
2026-06-22
AUT_023
Urban air mobility (eVTOL) market will generate $29 billion by 2030, scaling exponentially to over $1 trillion by 2040 — ~35x growth over 10 years as regulatory certification, manufacturing capacity, and urban vertiport infrastructure mature.
Morgan Stanley
Auto/Transport47%
0.60
FDA ANDA216272: NOREPINEPHRINE BITARTRATE (NOREPINEPHRINE BITARTRATE) — NEPHRON
fda
2026-06-11
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.60polymarket
2026-04-06
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60
Spread: Colombia (-1.5)(market prob: 36%)
polymarket
2026-05-21
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60polymarket
2026-04-06
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.60polymarket
2026-06-18
234_004
Mistral will emerge as a vertically integrated European OpenAI
Alex Wissner-Gross
AI35%
0.60polymarket
2026-01-06
CMQ_018
By 2027-2028, the strategic value of superintelligence + impossible trillion-dollar infrastructure cost will trigger government consolidation of AGI development — 'The Project'.
Leopold Aschenbrenner
Geopolitics35%
0.60polymarket
2026-01-02
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.60polymarket
2026-04-06
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.60manifold
2026-06-23
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.60manifold
2026-06-23
TK10
$100T Sovereign Debt Crisis
12%
0.60arxiv
2026-06-22
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%
0.60arxiv
2026-06-22
COD_BIO_002
An AI-designed Isomorphic or peer drug enters or completes Phase 1 by end 2027
Codex Research Pack
Biotech/Longevity50%
0.60arxiv
2026-06-21
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.60arxiv
2026-06-21
232_008
Real-time AI video generation will break any video/voice-based security mechanisms.
Ben Horowitz
AI46%
0.60arxiv
2026-06-22
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%
0.60arxiv
2026-06-22
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%
0.60arxiv
2026-06-22
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.60arxiv
2026-06-22
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.60arxiv
2026-06-22
AUT_010
As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton...
Daniella Amodei
AI56%
0.60arxiv
2026-06-22
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.60arxiv
2026-06-21
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%
0.60arxiv
2026-06-22
232_015
AI will discover something as significant as relativity in physics within the next two years.
Dave Blundin
AI45%
0.60
FDA ANDA203863: HYDROCODONE BITARTRATE AND ACETAMINOPHEN (ACETAMINOPHEN) — EPIC PHARMA LLC
fda
2026-06-18
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.60
FDA ANDA220309: CABERGOLINE (CABERGOLINE) — RENATA
fda
2026-06-15
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60polymarket
2026-06-23
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%
0.60
Games Total: O/U 2.5(market prob: 0%)
polymarket
2026-06-23
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%
0.60manifold
2026-06-23
AUT_012
True AGI arrives 2030-2035 (5-10 years from 2026) based on advanced 'world model systems' — current LLM architecture insufficient for generalized autonomy due to lack of temporal consistency and deep reasoning; world models inherently understand/simula...
Demis Hassabis
AI38%
0.60arxiv
2026-06-23
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%
0.60arxiv
2026-06-23
INF_030
By 2026, generative AI will democratize analytical and operational capabilities previously exclusive to Fortune 500 firms — granting small businesses access to tools rivaling those of large enterprises.
Dario Amodei
AI82%
0.60arxiv
2026-06-23
FUT_020
Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m...
Multi-Forecaster Synthesis
Labor/Jobs45%
0.60arxiv
2026-06-23
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.60arxiv
2026-06-23
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.60arxiv
2026-06-23
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%
0.60arxiv
2026-06-22
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.60arxiv
2026-06-22
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%
0.60arxiv
2026-06-23
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.60arxiv
2026-06-23
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.60arxiv
2026-06-23
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.60arxiv
2026-06-23
CMQ_031
AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve.
Alex Wissner-Gross
AI/Compute42%
0.60arxiv
2026-06-22
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60arxiv
2026-06-23
IND_027
Ongoing 'reasoning boom' where scientific software development operates on a '20-80 human split' — AI handles 80% of cognitive labor, humans handle 20%, driving recursive self-improvement timelines toward the Singularity; fundamental inversion from hum...
Eric Schmidt
Labor/Jobs42%
0.60
FDA ANDA202537: OXYCODONE HYDROCHLORIDE (OXYCODONE HYDROCHLORIDE) — VISTAPHARM LLC
fda
2026-06-18
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60
FDA ANDA218722: SOLRIAMFETOL HYDROCHLORIDE (SOLRIAMFETOL HYDROCHLORIDE) — ALKEM LABS LTD
fda
2026-06-17
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60
FDA ANDA209385: OXYCODONE AND ACETAMINOPHEN (ACETAMINOPHEN) — ELITE LABS INC
fda
2026-06-18
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60
FDA ANDA204037: OXYCODONE HYDROCHLORIDE (OXYCODONE HYDROCHLORIDE) — HIKMA
fda
2026-06-18
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.60
FDA ANDA208305: METHADONE HYDROCHLORIDE (METHADONE HYDROCHLORIDE) — SUN PHARM INDUSTRIES
fda
2026-06-18
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.60
FDA NDA021011: ROXICODONE (OXYCODONE HYDROCHLORIDE) — SPECGX LLC
fda
2026-06-18
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60
FDA NDA206814: POKONZA (POTASSIUM CHLORIDE) — GENUS LIFESCIENCES
fda
2026-06-12
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.60polymarket
2026-03-30
241_040
A Chernobyl-like AI tragedy is likely to happen, will awaken world to act
Eric Schmidt
AI46%
0.60edgar_8k
2026-06-25
AUT_023
Urban air mobility (eVTOL) market will generate $29 billion by 2030, scaling exponentially to over $1 trillion by 2040 — ~35x growth over 10 years as regulatory certification, manufacturing capacity, and urban vertiport infrastructure mature.
Morgan Stanley
Auto/Transport47%
0.60arxiv
2026-06-24
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.60arxiv
2026-06-24
FUT_003
Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m...
Superforecaster Community
AI100%
0.60arxiv
2026-06-24
ROB_004
By approximately 2027-2028, collaborative AI programs will essentially 'solve physics' — unifying general relativity and quantum mechanics into a new mathematical framework; the core mission of DeepMind is to 'first solve AI, then use AI to solve every...
Demis Hassabis
AI8%
0.60arxiv
2026-06-23
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.60arxiv
2026-06-23
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%
0.60arxiv
2026-06-23
CMQ_038
Micron has initiated HVM production of HBM4 36GB module delivering 2.8 TB/s bandwidth — optimized to reduce 'time to first token' for long-context LLM inference.
Micron
Semis/Memory52%
0.60arxiv
2026-06-24
AUT_020
AI-driven adaptive learning platforms operating with near-total autonomy — human teachers transition from content deliverers to motivational 'guides' while AI handles entirety of core academic instruction. Short highly-focused 'Pomodoro' sessions manag...
MacKenzie Price
Education49%
0.60arxiv
2026-06-24
S_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
robotaxi_deployment30%
0.60arxiv
2026-06-24
ROB_012
The ultimate bottleneck for global robotics deployment is NOT software architecture but physical GPU hardware — nearly all advanced AI chips are manufactured in Taiwan; the entire trajectory of global automation and the timeline to the singularity is p...
David Holz
Semis71%
0.60arxiv
2026-06-23
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%