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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 303 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
0.59github_release
2021-08-19
CYB_029
Corporate API providers will increasingly restrict third-party agent harnesses (exemplified by Anthropic's April 2026 ban of OpenClaw) — this structural conflict highlights the precarious nature of building autonomous enterprises atop proprietary APIs,...
Anthropic
AI80%
0.59polymarket
2026-05-11
247_042
Professional Robotics League first US match on April 19, 2026 in Boston
Alex Wissner-Gross
Robotics65%
0.59polymarket
2026-02-05
236_045
Government path to UBI vanishingly unlikely, but possible outsized asymmetry in 2028
Andrew Yang
Geopolitics41%
0.59polymarket
2026-05-09
237_025
We are currently in the midst of the singularity, not waiting for it in the 2040s as originally expected.
Peter Diamandis
AI59%
0.59polymarket
2026-03-19
242_035
S&P will see massive reshuffling with huge winners; no company can project FCF beyond 5 years
Dave Blundin
Markets/Stocks50%
0.59polymarket
2026-05-16
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.59polymarket
2026-04-29
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%
0.59manifold
2026-05-18
241_036
No frontier AI company will emerge in Russia due to war
Eric Schmidt
AI51%
0.59manifold
2026-05-18
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%
0.59manifold
2026-05-18
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59manifold
2026-05-17
TK10
$100T Sovereign Debt Crisis
12%
0.59polymarket
2026-05-18
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%
0.59polymarket
2025-07-10
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59polymarket
2026-05-11
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.59polymarket
2026-05-11
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.59polymarket
2026-05-11
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59manifold
2026-05-18
SPC_022
'2026 will be for AI in science what 2025 was for AI in software engineering' — a transition from AI as coding assistant to acting as scientific sparring partner: generating novel hypotheses, analyzing vast datasets, and dramatically accelerating R&D c...
Kevin Weil
AI41%
0.59arxiv
2026-05-18
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%
0.59arxiv
2026-05-18
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.59arxiv
2026-05-18
240_013
Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs
Sam Altman
AI41%
0.59arxiv
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%
0.59arxiv
2026-05-18
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%
0.59arxiv
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%
0.59arxiv
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%
0.59arxiv
2026-05-18
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%
0.59polymarket
2026-05-26
235_042
OpenAI IPO shares could deliver a 50% pop in 6 months after IPO.
Peter Diamandis
Markets/Stocks45%
0.59polymarket
2026-05-20
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59polymarket
2026-03-02
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59polymarket
2025-07-28
234_035
Massive social unrest will come before the next US presidential election
Dave Blundin
Geopolitics50%
0.59polymarket
2025-07-28
234_035
Massive social unrest will come before the next US presidential election
Dave Blundin
Geopolitics50%
0.59polymarket
2025-09-22
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%
0.59polymarket
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%
0.59polymarket
2025-11-04
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.59manifold
2026-05-30
238_003
Moonshots podcast team will soon move into an Airbnb for continuous podcasting
Peter Diamandis
Media/Ads19%
0.59manifold
2026-05-30
TK10
$100T Sovereign Debt Crisis
12%
0.59manifold
2026-05-29
CMQ_007
Anthropic corporate revenue will reach trillions of dollars before 2030.
Dario Amodei
AI41%
0.59manifold
2026-05-28
235_033
Chinese eVTOL taxi service moving toward commercial operations in 2027.
Peter Diamandis
Auto/Transport52%
0.59manifold
2026-05-28
235_005
AI capability will grow 100x this year in raw parameter count as lower bound.
Dave Blundin
AI49%
0.59manifold
2026-05-26
236_047
New emotional pandemic of fear and anger coming
Peter Diamandis
Macro/Economy55%
0.59manifold
2026-05-25
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.59manifold
2026-05-24
244_026
Uber platform will grow from 10M to 20M people by 2035
Dara Khosrowshahi
Labor/Jobs46%
0.59manifold
2026-05-24
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.59edgar_8k
2026-05-29
S_COMPUTE_100GW_2030
Compute: 100GW national-scale by Dec 2030
compute_scale20%
0.59edgar_8k
2026-05-29
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.59arxiv
2026-05-28
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
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%
0.59arxiv
2026-05-28
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%
0.59arxiv
2026-05-28
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%
0.59arxiv
2026-05-28
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%
0.59arxiv
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%
0.59arxiv
2026-05-28
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%
0.59arxiv
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%
0.59arxiv
2026-05-28
CMQ_043
In complex Agentic AI workloads, CPU-side processing accounts for 50-90% of end-to-end latency — validating CPU-bottleneck shift empirically.
Morgan Stanley / Georgia Tech / Intel
AI/Compute92%
0.59arxiv
2026-05-28
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.59arxiv
2026-05-28
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.59arxiv
2026-05-28
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%
0.59arxiv
2026-05-28
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%
0.59arxiv
2026-05-28
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.59arxiv
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%
0.59arxiv
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%
0.59arxiv
2026-05-27
238_025
AI computer-use benchmarks (OSWorld, Tbench) have broken through human level
Emad Mostaque
AI45%
0.59
FDA BLA761449: TYENNE (TOCILIZUMAB-AAZG) — FRESENIUS KABI USA
fda
2026-05-20
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.59
FDA ANDA211026: MACITENTAN (MACITENTAN) — SEASONS BIOTECH
fda
2026-05-19
INF_039
Consumer-facing AI hardware shortages will worsen: high-Unified-Memory Apple Mac Studio lead times now range 6 days to 6 weeks (up to ~54 days) because data centers are absorbing the world's HBM and memory supply — DRAM market transitioning to hourly v...
Alex Finn
Consumer77%
0.59
FDA ANDA217758: AMMONIUM LACTATE (AMMONIUM LACTATE) — ZYDUS LIFESCIENCES
fda
2026-05-15
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.59github_release
2026-05-30
237_009
ChatGPT will release a model specifically for OpenClaw within the next 6 months.
Alex Finn
AI41%
0.59polymarket
2026-04-06
233_009
A motivational learning bundle with video game designers will be released in 2026.
Joe Liemandt
Education36%
0.59manifold
2026-05-31
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.59polymarket
2026-04-15
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.59polymarket
2026-05-31
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%
0.59polymarket
2026-05-09
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.59polymarket
2026-05-09
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.59polymarket
2026-04-06
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.59edgar_8k
2026-06-01
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.59
FDA NDA022561: MAVENCLAD (CLADRIBINE) — EMD SERONO INC
fda
2026-05-14
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.59polymarket
2026-06-01
247_042
Professional Robotics League first US match on April 19, 2026 in Boston
Alex Wissner-Gross
Robotics65%
0.59polymarket
2026-05-30
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%
0.59polymarket
2026-04-06
233_009
A motivational learning bundle with video game designers will be released in 2026.
Joe Liemandt
Education36%
0.59manifold
2026-06-02
243_005
There will be many many winners in the autonomous space
Dara Khosrowshahi
Auto/Transport47%
0.59manifold
2026-06-02
INF_042
Current market panic over AI compute and power will follow the historical pattern 'shortage leads to oversupply' — trillions flowing into data centers, GPU manufacturing, and energy procurement will ultimately crash the marginal cost of both compute an...
Marc Andreessen
Macro/Economy48%
0.59edgar_8k
2026-06-02
SPC_018
Five North America-linked miners — MP Materials, Almonty Industries, Freeport-McMoRan, Alcoa, Teck Resources — are critical dependencies for the emerging space hardware supply chain: copper (regenerative cooling channels, Raptor/BE-4 pressure scaling),...
Morgan Stanley
Markets/Stocks65%
0.59arxiv
2026-06-01
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.59arxiv
2026-06-01
247_050
Virtual cell achievable through classical scaling without quantum computing
Alex Wissner-Gross
Biotech/Longevity44%
0.59arxiv
2026-06-01
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%
0.59arxiv
2026-06-01
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%
0.59arxiv
2026-06-01
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%
0.59arxiv
2026-06-01
AI_025
Most current generative AI wrappers are transient — they will fade into the background as infrastructure layers, analogous to Radio Shack fading in the Windows/PC era; winners will be infrastructure and verticalized depth plays, not thin API-wrapper apps.
Mark Cuban
AI60%
0.59arxiv
2026-06-01
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%
0.59arxiv
2026-06-01
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%
0.59arxiv
2026-06-01
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.59arxiv
2026-05-31
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%
0.59arxiv
2026-05-31
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.59arxiv
2026-05-31
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%
0.59arxiv
2026-05-31
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.59polymarket
2026-02-11
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.59manifold
2026-06-03
236_013
Democrats will no longer campaign in Iowa (DNC demoted Iowa)
Andrew Yang
Geopolitics50%
0.59edgar_8k
2026-06-03
SPC_018
Five North America-linked miners — MP Materials, Almonty Industries, Freeport-McMoRan, Alcoa, Teck Resources — are critical dependencies for the emerging space hardware supply chain: copper (regenerative cooling channels, Raptor/BE-4 pressure scaling),...
Morgan Stanley
Markets/Stocks65%
0.59edgar_8k
2026-06-03
CYB_018
Figure AI valuation has eclipsed $39 billion by early 2026 — surpassing SpaceX's 2020 valuation — backed by concentrated collective capital of the AI hardware-software industry (Microsoft, NVIDIA, OpenAI), signaling industry-wide belief that humanoid r...
Brett Adcock
Robotics69%
0.59
FDA BLA022472: AFREZZA (INSULIN RECOMBINANT HUMAN) — MANNKIND
fda
2026-05-29
245_027
Colossal DNA synthesis delivery will reach 20x the largest prior delivery by end of 2026
Ben Lamm
Biotech/Longevity41%
0.59polymarket
2025-12-15
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.59edgar_8k
2026-06-04
SPC_018
Five North America-linked miners — MP Materials, Almonty Industries, Freeport-McMoRan, Alcoa, Teck Resources — are critical dependencies for the emerging space hardware supply chain: copper (regenerative cooling channels, Raptor/BE-4 pressure scaling),...
Morgan Stanley
Markets/Stocks65%
0.59
FDA BLA761069: IMFINZI (DURVALUMAB) — ASTRAZENECA UK LTD
fda
2026-05-28
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%
0.59github_release
2026-06-04
229_001
Figure will put robots on its own manufacturing lines (BotQ) this year to build robots.
Brett Adcock
Robotics39%
0.59
Spread: PortlandFire (-2.5)(market prob: 53%)
polymarket
2026-06-05
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59polymarket
2026-06-04
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%
0.59polymarket
2025-12-05
246_020
China will land on moon by 2030 (credible competitive mission).
Alex Wissner-Gross
Geopolitics32%
0.59
O/U 2.5 Rounds(market prob: 49%)
polymarket
2026-05-31
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59manifold
2026-06-03
233_007
In 2026, Alpha will launch new schools beyond the flagship model based on the Timeback platform.
Joe Liemandt
Education51%
0.59manifold
2026-06-02
235_027
Longevity VC market expected to grow from $8.5B in 2024 to $12-18B in 2026.
Peter Diamandis
Biotech/Longevity38%
0.59arxiv
2026-06-04
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%
0.59arxiv
2026-06-04
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%
0.59arxiv
2026-06-04
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%
0.59arxiv
2026-06-04
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%
0.59arxiv
2026-06-04
CYB_023
Immutable cryptographic verification layers — specifically Bitcoin — must be integrated into AI architectures as decentralized ground-truth anchor: establishing undeniable digital provenance in an ecosystem inevitably flooded with AI-generated data, de...
Michael Saylor
Crypto26%
0.59arxiv
2026-06-04
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%
0.59arxiv
2026-06-04
248_023
Ternary (sub-bit) parameter precision will be optimal for AI models.
Dave Blundin
AI50%
0.59arxiv
2026-06-04
FUT_003
Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m...
Superforecaster Community
AI100%
0.59arxiv
2026-06-04
232_011
Jury is still out on whether speech will be the modality of the future for high-bandwidth operation.
Alex Wissner-Gross
AI38%
0.59arxiv
2026-06-04
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%
0.59arxiv
2026-06-04
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.59arxiv
2026-06-04
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%
0.59arxiv
2026-06-04
FUT_003
Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m...
Superforecaster Community
AI100%
0.59arxiv
2026-06-04
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%
0.59arxiv
2026-06-04
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%
0.59arxiv
2026-06-04
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.59arxiv
2026-06-03
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%
0.59arxiv
2026-06-03
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%
0.59arxiv
2026-06-03
S_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
robotaxi_deployment30%
0.59polymarket
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%
0.59manifold
2026-06-06
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.59manifold
2026-06-06
TK10
$100T Sovereign Debt Crisis
12%
0.59manifold
2026-06-05
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%
0.59edgar_8k
2026-06-05
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%
0.59edgar_8k
2026-06-05
SPC_018
Five North America-linked miners — MP Materials, Almonty Industries, Freeport-McMoRan, Alcoa, Teck Resources — are critical dependencies for the emerging space hardware supply chain: copper (regenerative cooling channels, Raptor/BE-4 pressure scaling),...
Morgan Stanley
Markets/Stocks65%
0.59
FDA ANDA070311: DIAZEPAM (DIAZEPAM) — HIKMA
fda
2026-06-01
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.59manifold
2026-06-07
230_037
Handmade/human art will be astronomically more valuable in the future.
Dave Blundin
Consumer50%
0.59manifold
2026-06-07
232_052
Lowered interest rates will drive AI agent and robot purchases instead of hiring.
Peter Diamandis
Macro/Economy46%
0.59
Do you like 42% odds?(market prob: 42%)
manifold
2026-06-06
239_017
Future is 80%+ likely to be great
Elon Musk
Other50%
0.59github_release
2021-11-02
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-05
AI_016
The 'cost of intelligence' collapse has officially superseded traditional Moore's Law dynamics — an AI experience curve enables bulk problem-solving across engineering, medicine, and mathematics at a fraction of historical compute costs.
Alex Wissner-Gross
AI82%
0.59arxiv
2026-06-05
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%
0.59arxiv
2026-06-05
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%
0.59arxiv
2026-06-05
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%
0.59arxiv
2026-06-05
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%
0.59arxiv
2026-06-05
AI_025
Most current generative AI wrappers are transient — they will fade into the background as infrastructure layers, analogous to Radio Shack fading in the Windows/PC era; winners will be infrastructure and verticalized depth plays, not thin API-wrapper apps.
Mark Cuban
AI60%
0.59arxiv
2026-06-05
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%
0.59arxiv
2026-06-05
ROB_025
Genomic prediction will be entirely revolutionized by high-throughput phenotyping — utilizing swarms of drones and physical robots to collect orders of magnitude more trait information than historically possible by human scientists; Bayesian optimizati...
Peter Dannenberg
Biotech/Longevity70%
0.59arxiv
2026-06-05
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-05
242_034
AI could compress S&P 500 equity valuations 2-7x free cash flow (down from 22x)
Chamath Palihapitiya
Markets/Stocks38%
0.59arxiv
2026-06-05
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%
0.59arxiv
2026-06-05
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.59polymarket
2026-05-22
229_001
Figure will put robots on its own manufacturing lines (BotQ) this year to build robots.
Brett Adcock
Robotics39%
0.59polymarket
2026-05-25
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.59polymarket
2026-06-07
233_009
A motivational learning bundle with video game designers will be released in 2026.
Joe Liemandt
Education36%
0.59polymarket
2026-06-07
235_045
Most volume in e-commerce and physical world will eventually be dominated by algorithms (like quantitative trading).
Alex Wissner-Gross
Consumer42%
0.59polymarket
2026-05-25
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.59manifold
2026-06-08
SEM_025
Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels.
Joseph Moore
Capital Markets55%
0.59manifold
2026-06-08
TK12
Crypto Regulatory Kill Shot (Stablecoin Ban / BTC ETF Reversal)
8%
0.59manifold
2026-06-08
246_029
Apple will announce iPhone with Gemini-derived on-device model at WWDC June 2026.
Alex Wissner-Gross
AI47%
0.59manifold
2026-06-08
INF_042
Current market panic over AI compute and power will follow the historical pattern 'shortage leads to oversupply' — trillions flowing into data centers, GPU manufacturing, and energy procurement will ultimately crash the marginal cost of both compute an...
Marc Andreessen
Macro/Economy48%
0.59manifold
2026-06-08
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.59
FDA BLA761061: TREMFYA (GUSELKUMAB) — JANSSEN BIOTECH
fda
2026-05-28
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.59
FDA ANDA209633: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — BRECKENRIDGE
fda
2026-06-03
COD_BIO_002
An AI-designed Isomorphic or peer drug enters or completes Phase 1 by end 2027
Codex Research Pack
Biotech/Longevity50%
0.59polymarket
2026-06-09
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.59polymarket
2026-06-09
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.59polymarket
2026-04-06
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.59polymarket
2026-06-09
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.59manifold
2026-06-09
INF_060
Three new battery chemistries beyond lithium-ion will commercialize in 2026 — signaling a definitive paradigm shift away from lithium as the sole foundational element of global energy storage.
Elon Musk
Energy42%
0.59arxiv
2026-06-08
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%
0.59arxiv
2026-06-08
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%
0.59arxiv
2026-06-07
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.59arxiv
2026-06-08
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%
0.59arxiv
2026-06-07
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%
0.59arxiv
2026-06-07
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%
0.59arxiv
2026-06-07
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%
0.59arxiv
2026-06-07
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-08
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.59arxiv
2026-06-08
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-07
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%
0.59arxiv
2026-06-08
CMQ_062
Physicists are successfully demonstrating quantum interference with increasingly larger physical masses — rapid quantum-hardware advancement.
Alex Wissner-Gross
Quantum62%
0.59polymarket
2026-06-09
244_008
If you build liquid supply with product-market fit, demand will show up
Dara Khosrowshahi
Other53%
0.59polymarket
2026-06-09
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.59polymarket
2026-04-13
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59polymarket
2026-06-09
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.59polymarket
2026-06-09
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%
0.59polymarket
2026-06-09
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.59
Valencia vs. Joventut(market prob: 100%)
polymarket
2026-06-08
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59polymarket
2026-03-19
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59manifold
2026-06-10
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59arxiv
2026-06-09
CMQ_009
Altman's claim of doctor-level AI diagnostic capability within 2-3 years is 'pure nonsense' — fails to account for medical communication, diagnostic uncertainty, and ethical complexity.
Demis Hassabis
AI60%
0.59arxiv
2026-06-09
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%
0.59arxiv
2026-06-09
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%
0.59arxiv
2026-06-09
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%
0.59arxiv
2026-06-09
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-08
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%
0.59arxiv
2026-06-09
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%
0.59arxiv
2026-06-09
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%
0.59arxiv
2026-06-08
AI_016
The 'cost of intelligence' collapse has officially superseded traditional Moore's Law dynamics — an AI experience curve enables bulk problem-solving across engineering, medicine, and mathematics at a fraction of historical compute costs.
Alex Wissner-Gross
AI82%
0.59arxiv
2026-06-08
CMQ_062
Physicists are successfully demonstrating quantum interference with increasingly larger physical masses — rapid quantum-hardware advancement.
Alex Wissner-Gross
Quantum62%
0.59arxiv
2026-06-08
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%
0.59polymarket
2026-04-06
238_061
Massive social unrest / trough in 2026-2027, rebound in 2028
Dave Blundin
Macro/Economy50%