Validations Queue

94,964 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 273 of 441, 200 rows by similarity. Adjudicating updates doc_node_links.reviewed=true with the chosen polarity, writes per-link rows to audit_log, and removes the row from this queue. Phase 4 inference will use confirmed corroborates/contradicts links as Bayesian evidence.

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Confirm or label (corroborates / contradicts) all unreviewed links above a similarity threshold in one transaction. Each affected row writes a per-link audit_log entry. Capped at 1,000 links per call. Use Preview first.

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SimDocSourcePredDomainPrior
0.60arxiv
2026-05-18
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
2026-05-18
CMQ_042
As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory.
Morgan Stanley
AI/Compute35%
0.60arxiv
2026-05-18
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.60arxiv
2026-05-18
235_045
Most volume in e-commerce and physical world will eventually be dominated by algorithms (like quantitative trading).
Alex Wissner-Gross
Consumer42%
0.60arxiv
2026-05-18
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
2026-05-18
CMQ_042
As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory.
Morgan Stanley
AI/Compute35%
0.60arxiv
2026-05-18
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
2026-05-18
247_050
Virtual cell achievable through classical scaling without quantum computing
Alex Wissner-Gross
Biotech/Longevity44%
0.60arxiv
2026-05-18
AUT_014
Most profound impacts of autonomous AI originate NOT from closed proprietary models within multi-billion-dollar corporate data centers, but from globally distributed open-source models — open-weight parity with frontier systems enables any individual o...
Emad Mostaque
AI53%
0.60arxiv
2026-05-18
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%
0.60arxiv
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%
0.60arxiv
2026-05-18
CYB_012
'Recommendation poisoning' — deliberate corruption of the data lakes, training sets, and persistent memory banks that agents rely on for purchase/action decisions — emerges as the primary new cybersecurity-marketing vector, blurring the line between di...
Alex Finn
AI44%
0.60arxiv
2026-05-18
248_028
Personalized AI-designed medicine stories will repeat until it's n=10 billion.
Alex Wissner-Gross
Biotech/Longevity38%
0.60arxiv
2026-05-17
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.60polymarket
2026-05-20
TK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10%
0.60polymarket
2026-05-24
247_042
Professional Robotics League first US match on April 19, 2026 in Boston
Alex Wissner-Gross
Robotics65%
0.60polymarket
2026-05-20
242_035
S&P will see massive reshuffling with huge winners; no company can project FCF beyond 5 years
Dave Blundin
Markets/Stocks50%
0.60polymarket
2026-04-06
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.60polymarket
2026-04-29
248_004
Launching 40,000 V3 Starlinks requires only 3 Starship launches per week over 3 years.
Peter Diamandis
Space58%
0.60polymarket
2026-03-19
SEM_025
Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels.
Joseph Moore
Capital Markets55%
0.60polymarket
2026-04-16
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%
0.60polymarket
2026-04-16
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%
0.60manifold
2026-05-29
242_023
World will have 10x more wealth around 2034-2036
Dave Blundin
Macro/Economy34%
0.60manifold
2026-05-29
243_027
Joby end-to-end eVTOL service in Abu Dhabi launching end of 2026
Dara Khosrowshahi
Auto/Transport43%
0.60manifold
2026-05-27
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.60arxiv
2026-05-28
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
2026-05-28
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.60arxiv
2026-05-28
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
2026-05-28
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
2026-05-28
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
2026-05-28
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%
0.60arxiv
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%
0.60arxiv
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%
0.60arxiv
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%
0.60arxiv
2026-05-28
230_031
We are in an era of domain collapse — AlphaFold pattern will repeat across many fields starting now.
Alex Wissner-Gross
AI43%
0.60arxiv
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%
0.60arxiv
2026-05-28
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%
0.60
FDA ANDA206194: IRBESARTAN (IRBESARTAN) — HISUN PHARM HANGZHOU
fda
2026-05-15
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60
FDA ANDA219869: LOSARTAN POTASSIUM AND HYDROCHLOROTHIAZIDE (HYDROCHLOROTHIAZIDE) — HETERO LABS LTD V
fda
2026-05-27
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60polymarket
2026-01-02
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
233_009
A motivational learning bundle with video game designers will be released in 2026.
Joe Liemandt
Education36%
0.60manifold
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%
0.60manifold
2026-05-27
FUT_015
Era of 'multipolarity without multilateralism' defining 2026-2031 per Eurasia Group + WEF Global Risks Report — power highly distributed among regional hegemons but international cooperation mechanisms (UN, WTO) functionally collapsed. Exacerbated by '...
Ian Bremmer
Geopolitics62%
0.60polymarket
2026-05-05
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
2025-10-09
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.60polymarket
2026-03-19
SEM_025
Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels.
Joseph Moore
Capital Markets55%
0.60polymarket
2026-05-21
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.60polymarket
2026-05-11
SEM_025
Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels.
Joseph Moore
Capital Markets55%
0.60polymarket
2025-10-09
236_011
Independent/third party presidential run possible in 2028 election
Andrew Yang
Geopolitics46%
0.60manifold
2026-06-01
235_006
By end of 2026 AI will enable creating any virus or nuclear weapon via AI agent.
Dave Blundin
AI50%
0.60manifold
2026-06-01
239_003
We are currently in AI hard takeoff
Elon Musk
AI47%
0.60manifold
2026-06-01
CMQ_004
AGI-like models matching or outperforming human experts across most professional domains could arrive as early as 2026-2027.
Dario Amodei
AI28%
0.60
FDA NDA209089: XYZAL ALLERGY 24HR (LEVOCETIRIZINE DIHYDROCHLORIDE) — CHATTEM SANOFI
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%
0.60
FDA NDA203049: ARGATROBAN (ARGATROBAN) — HIKMA PHARM CO LTD
fda
2026-05-15
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60
FDA NDA219622: TRIMBOW (BECLOMETHASONE DIPROPIONATE) — CHIESI
fda
2026-05-14
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.60
FDA NDA213756: KOSELUGO (SELUMETINIB SULFATE) — ASTRAZENECA
fda
2026-05-26
233_019
Alpha plans to conduct a million-student pharmaceutical-grade randomized control trial on Timeback.
Joe Liemandt
Education35%
0.60polymarket
2026-06-02
244_008
If you build liquid supply with product-market fit, demand will show up
Dara Khosrowshahi
Other53%
0.60polymarket
2026-05-26
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
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
2026-04-06
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60polymarket
2025-12-22
CMQ_060
Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US.
Michael Saylor
Crypto20%
0.60manifold
2026-06-02
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.60manifold
2026-06-01
TK06
China-Taiwan Military Conflict
8%
0.60manifold
2026-06-01
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.60manifold
2026-06-01
242_035
S&P will see massive reshuffling with huge winners; no company can project FCF beyond 5 years
Dave Blundin
Markets/Stocks50%
0.60arxiv
2026-06-01
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
2026-06-01
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
2026-06-01
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%
0.60arxiv
2026-06-01
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
2026-06-01
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%
0.60arxiv
2026-06-01
CYB_030
Deploying agentic processing capabilities directly into orbit via the Vera Rubin Space-1 Module eliminates terrestrial data-routing bottlenecks but introduces extreme engineering challenges — dissipating computational heat purely through thermal radiat...
Jensen Huang
Space33%
0.60arxiv
2026-06-01
240_013
Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs
Sam Altman
AI41%
0.60arxiv
2026-06-01
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%
0.60arxiv
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%
0.60arxiv
2026-06-01
246_028
Broad civilizational cyber attack via AI hash function inversion is borderline guaranteed.
Alex Wissner-Gross
AI42%
0.60arxiv
2026-05-31
233_021
AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing.
Joe Liemandt
AI39%
0.60arxiv
2026-05-31
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.60arxiv
2026-06-01
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.60arxiv
2026-06-01
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
2026-05-31
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%
0.60arxiv
2026-05-31
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%
0.60github_release
2021-01-29
AI_017
NVIDIA will make Agentic AI the primary demand vector via two specialized products: the 'NemoClaw' developer toolkit for building/orchestrating autonomous agents, and the 'Vera CPU rack' hardware platform explicitly designed to host, deploy, and execut...
Jensen Huang
Semis75%
0.60github_release
2020-05-28
INF_009
The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute.
Alex Wissner-Gross
AI17%
0.60polymarket
2026-05-28
247_042
Professional Robotics League first US match on April 19, 2026 in Boston
Alex Wissner-Gross
Robotics65%
0.60polymarket
2026-05-23
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.60polymarket
2026-06-01
235_041
Anthropic implied valuation using PE ratio could be one quadrillion dollars.
Dave Blundin
Markets/Stocks41%
0.60manifold
2026-06-03
242_007
Prediction markets favor $2T+ SpaceX IPO pricing in Terafab value
Prediction markets
Markets/Stocks45%
0.60manifold
2026-06-03
238_061
Massive social unrest / trough in 2026-2027, rebound in 2028
Dave Blundin
Macro/Economy50%
0.60manifold
2026-06-03
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%
0.60manifold
2026-06-01
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.60edgar_8k
2026-06-03
S_HUMANOID_ENTERPRISE_2028
Humanoid R2: 100K+ enterprise by Nov 2028
humanoid_deployment50%
0.60
FDA NDA202811: LINZESS (LINACLOTIDE) — ABBVIE
fda
2026-05-21
COD_BIO_002
An AI-designed Isomorphic or peer drug enters or completes Phase 1 by end 2027
Codex Research Pack
Biotech/Longevity50%
0.60
Spread: Hurricanes (-1.5)(market prob: 37%)
polymarket
2026-06-03
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.60polymarket
2026-01-13
235_006
By end of 2026 AI will enable creating any virus or nuclear weapon via AI agent.
Dave Blundin
AI50%
0.60polymarket
2026-06-01
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
2026-06-01
235_041
Anthropic implied valuation using PE ratio could be one quadrillion dollars.
Dave Blundin
Markets/Stocks41%
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
2026-05-14
TK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10%
0.60manifold
2026-06-04
234_033
David Holz predicts 5 million humanoids can build Manhattan in 6 months
David Holz
Robotics23%
0.60polymarket
2026-06-01
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
2026-05-09
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%
0.60polymarket
2026-04-24
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.60polymarket
2026-05-30
TK10
$100T Sovereign Debt Crisis
12%
0.60arxiv
2026-06-04
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
2026-06-04
CMQ_059
Shift to local compute is driven by: (1) absolute data privacy, (2) cost control for high-volume inference, (3) running uncensored/customized LLMs unavailable on major clouds.
Alex Finn
AI56%
0.60arxiv
2026-06-04
INF_026
'Software 3.0' LLM infrastructure will operate like public utilities — requiring massive upfront capex (training compute, specialized hardware), specialized networking protocols for synchrony across hundreds of thousands of GPUs, and flawless uninterru...
Andrej Karpathy
AI64%
0.60arxiv
2026-06-04
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
2026-06-04
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
2026-06-04
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
2026-06-04
231_020
Smart glasses with face recognition will become part of normative culture (peer pressure forces opt-in).
Dave Blundin
Consumer50%
0.60arxiv
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%
0.60arxiv
2026-06-04
234_003
Within 1-2 years we will look back and wonder why training was centralized while inference was decentralized
Alex Wissner-Gross
AI38%
0.60arxiv
2026-06-04
AI_024
As AI-generated video becomes indistinguishable from reality, a massive economic resurgence in the 'Face-to-Face' (F2F) economy will emerge — live-event production, in-person experiences, and physical gatherings rebound as synthetic-reality counterweig...
Mark Cuban
Consumer45%
0.60arxiv
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%
0.60arxiv
2026-06-04
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.60arxiv
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%
0.60arxiv
2026-06-04
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.60arxiv
2026-06-04
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
2026-06-04
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.60arxiv
2026-06-03
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.60arxiv
2026-06-03
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
2026-06-04
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
2026-06-03
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
2026-06-03
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
2026-06-04
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%
0.60arxiv
2026-06-04
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%
0.60arxiv
2026-06-04
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.60
FDA BLA761309: COLUMVI (GLOFITAMAB-GXBM) — GENENTECH INC
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%
0.60polymarket
2026-04-24
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.60manifold
2026-06-06
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.60manifold
2026-06-06
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60polymarket
2026-05-11
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.60polymarket
2026-05-11
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.60polymarket
2026-06-01
TK10
$100T Sovereign Debt Crisis
12%
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%
0.60manifold
2026-06-06
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
2026-06-06
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60github_release
2021-11-02
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.60manifold
2026-06-07
242_055
Activist investing will be disrupted by AI writing open letters to public firms
Alex Wissner-Gross
Markets/Stocks34%
0.60arxiv
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%
0.60arxiv
2026-06-05
AI_029
Blockchain provenance protocols will be increasingly applied to enterprise workflows to detect deepfakes and verify the authenticity of AI model outputs — positioning cryptographic content-authentication as a mandatory enterprise trust layer.
Morgan Stanley
AI57%
0.60arxiv
2026-06-05
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%
0.60arxiv
2026-06-05
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%
0.60arxiv
2026-06-05
SPC_015
AI will continuously analyze orbital trajectories of active satellites and space debris to predict collisions with superhuman accuracy — upon identifying collision risks, AI systems will autonomously command satellite Hall-effect thrusters to adjust or...
Andrej Karpathy
Space72%
0.60arxiv
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%
0.60arxiv
2026-06-05
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%
0.60arxiv
2026-06-05
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%
0.60polymarket
2026-05-13
237_017
The entire SaaS market is going to zero because features can be rebuilt in five minutes with agents.
Alex Finn
Markets/Stocks45%
0.60polymarket
2026-05-13
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60polymarket
2026-01-29
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%
0.60polymarket
2026-05-26
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60polymarket
2026-05-11
SEM_025
Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels.
Joseph Moore
Capital Markets55%
0.60polymarket
2026-06-07
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.60polymarket
2026-04-06
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.60polymarket
2026-06-07
237_017
The entire SaaS market is going to zero because features can be rebuilt in five minutes with agents.
Alex Finn
Markets/Stocks45%
0.60polymarket
2026-03-19
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%
0.60manifold
2026-06-08
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%
0.60
FDA ANDA078790: DIVALPROEX SODIUM (DIVALPROEX SODIUM) — LUPIN
fda
2026-05-28
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.60polymarket
2026-05-21
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60polymarket
2026-05-13
232_021
No chance AI will be paused in the next three years given current administration and China competition.
Dave Blundin
Geopolitics75%
0.60polymarket
2026-05-13
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.60manifold
2026-06-09
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60arxiv
2026-06-08
231_004
The solution wavefront will spread from math/coding to physics, chemistry, and other fields.
Alex Wissner-Gross
AI40%
0.60arxiv
2026-06-08
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%
0.60arxiv
2026-06-08
SEM_002
By 2025-2026, AI model outputs will outpace the cognitive capabilities of college graduates (driven by hundreds of millions of GPUs).
Leopold Aschenbrenner
AI56%
0.60arxiv
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%
0.60arxiv
2026-06-08
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%
0.60arxiv
2026-06-08
S_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
robotaxi_deployment30%
0.60arxiv
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%
0.60arxiv
2026-06-08
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
2026-06-08
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%
0.60arxiv
2026-06-08
CMQ_013
A 5-OOM (100,000x) effective-compute leap will occur between 2024-2027 — bridging GPT-4 high-schooler to fully automated AI researcher.
Leopold Aschenbrenner
AI40%
0.60arxiv
2026-06-07
248_033
Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today.
Dave Blundin
AI37%
0.60arxiv
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%
0.60arxiv
2026-06-07
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.60arxiv
2026-06-08
CYB_005
'Memory becomes the moat' — by 2026, the global discourse around 'AI safety' will effectively transition into highly politicized debates over 'memory policy'. Whichever entity controls the contextual history and relational memory of human-AI interactio...
Ray Kurzweil
AI30%
0.60arxiv
2026-06-08
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
2026-06-07
CYB_006
When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr...
Kevin Weil
AI63%
0.60arxiv
2026-06-07
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.60arxiv
2026-06-08
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.60arxiv
2026-06-08
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
2026-06-07
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%
0.60
FDA BLA761063: EMGALITY (GALCANEZUMAB-GNLM) — ELI LILLY AND CO
fda
2026-06-05
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.60polymarket
2025-12-16
247_036
Google's Q-Day for quantum breaking RSA moved up to 2029
Google
AI46%
0.60manifold
2026-06-10
239_025
AI will solve back pain
Elon Musk
Biotech/Longevity46%
0.60manifold
2026-06-10
231_014
Remaining research math problems will be solved within next couple months.
Dave Blundin
AI50%
0.60arxiv
2026-06-09
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
2026-06-09
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.60arxiv
2026-06-09
232_008
Real-time AI video generation will break any video/voice-based security mechanisms.
Ben Horowitz
AI46%
0.60arxiv
2026-06-09
CYB_012
'Recommendation poisoning' — deliberate corruption of the data lakes, training sets, and persistent memory banks that agents rely on for purchase/action decisions — emerges as the primary new cybersecurity-marketing vector, blurring the line between di...
Alex Finn
AI44%
0.60arxiv
2026-06-09
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
2026-06-09
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.60arxiv
2026-06-09
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
2026-06-09
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%
0.60arxiv
2026-06-08
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
2026-06-08
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.60arxiv
2026-06-09
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
2026-06-09
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
2026-06-09
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%
0.60arxiv
2026-06-09
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%