Validations Queue

101,098 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 340 of 469, 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
0.59manifold
2026-05-25
248_049
Humans (weaker intelligences) can successfully align/contain super-intelligences via weak-to-strong supervision.
Alex Wissner-Gross
AI42%
0.59manifold
2026-05-24
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.59manifold
2026-05-24
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%
0.59arxiv
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%
0.59arxiv
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%
0.59arxiv
2026-05-28
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.59arxiv
2026-05-28
242_002
Long-term petawatt compute will come only from lunar mass drivers
Peter Diamandis
Space37%
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
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.59arxiv
2026-05-28
230_038
AI will be net super-humanizing long-term despite short-term substitution effects.
Alex Wissner-Gross
AI42%
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
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
2026-05-28
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
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
2026-05-28
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
IND_020
Massive 'rerating' of Biotech industry — by 2026, generative biology achieves its 'De Novo' moment where an AI-designed drug candidate triggers multi-billion-dollar partnerships; AI expands Total Addressable Market (TAM) of gene editing by 100x, moving...
Morgan Stanley
Biotech/Longevity36%
0.59arxiv
2026-05-28
CYB_027
Bostrom's orthogonality thesis — an AI system can possess supreme unfathomable intelligence while simultaneously harboring final goals completely indifferent or actively hostile to human survival; intelligence and human morality are completely independ...
Nick Bostrom
AI50%
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
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%
0.59arxiv
2026-05-28
CMQ_058
Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency.
Alex Finn
AI/Compute59%
0.59arxiv
2026-05-27
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.59
FDA ANDA211026: MACITENTAN (MACITENTAN) — SEASONS BIOTECH
fda
2026-05-19
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.59
FDA ANDA216910: GLYCOPYRROLATE (GLYCOPYRROLATE) — QUAGEN
fda
2026-05-18
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.59manifold
2026-05-31
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.59manifold
2026-05-31
247_015
Government will print UBI checks in next 2-5 years due to AI turbulence
Peter Diamandis
Macro/Economy46%
0.59manifold
2026-05-31
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%
0.59polymarket
2026-05-16
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
2026-05-25
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.59polymarket
2025-11-12
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.59manifold
2026-06-01
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.59edgar_8k
2026-06-01
247_037
Quantum computing will not break Bitcoin (Mike Saylor position)
Michael Saylor
Crypto54%
0.59edgar_8k
2026-06-01
247_037
Quantum computing will not break Bitcoin (Mike Saylor position)
Michael Saylor
Crypto54%
0.59edgar_8k
2026-06-01
SEM_009
The AI boom rooted in semiconductor hardware will generate the world's first individual trillionaire (2026+).
Mark Cuban
Economy30%
0.59
FDA ANDA208045: LURASIDONE HYDROCHLORIDE (LURASIDONE HYDROCHLORIDE) — AUROBINDO PHARMA 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%
0.59
FDA NDA021891: CHILDREN'S CLARITIN (LORATADINE) — BAYER HEALTHCARE LLC
fda
2026-05-20
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
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
2025-11-14
S_AI_PAUSE_2027
AI pause beginning 2027
ai_regulatory_pause10%
0.59manifold
2026-06-02
248_037
State data-center moratoriums will accelerate Dyson-swarm / orbital compute innovation due to constriction.
Alex Wissner-Gross
AI14%
0.59manifold
2026-05-30
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.59manifold
2026-05-29
236_008
First $100 trillion dollar companies and multi-trillionaires will come online
Peter Diamandis
Markets/Stocks53%
0.59arxiv
2026-06-01
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%
0.59arxiv
2026-06-01
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-01
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%
0.59arxiv
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%
0.59arxiv
2026-06-01
231_015
Next Deep Seek model release will be when Chinese open-weight models catch up to American frontier models.
Alex Wissner-Gross
AI34%
0.59arxiv
2026-06-01
248_023
Ternary (sub-bit) parameter precision will be optimal for AI models.
Dave Blundin
AI50%
0.59arxiv
2026-06-01
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
2026-06-01
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
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.59arxiv
2026-06-01
232_007
TikTok wins as AI enables personalized, movie-quality content in many languages, taking over from movie industry.
Dave Blundin
Media/Ads45%
0.59arxiv
2026-06-01
236_028
AI chatbot/AI romance trend growing unfortunately
Andrew Yang
Consumer51%
0.59arxiv
2026-05-31
CYB_011
Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-personalized memory navigate budgetary limits, ethical brand preferences, dietary restrictions, and logistical requirements with absolute precision, sev...
Alex Finn
Consumer44%
0.59
FDA ANDA208283: EPLERENONE (EPLERENONE) — BRECKENRIDGE
fda
2026-05-20
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.59
FDA NDA207947: UPTRAVI (SELEXIPAG) — ACTELION
fda
2026-05-23
248_030
FDA will be first government agency forced to get out of the way; government must accelerate regulation speed thousands of times.
Dave Blundin
Geopolitics50%
0.59
FDA ANDA220104: MIRTAZAPINE (MIRTAZAPINE) — MICRO LABS
fda
2026-05-19
CMQ_035
HBM4 16-layer stack design (required for Vera Rubin) places unprecedented yield and capacity strain on global memory fabrication facilities.
Jensen Huang / Morgan Stanley
Semis/Memory68%
0.59
Knicks vs. Spurs: O/U 218.5(market prob: 47%)
polymarket
2026-05-31
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59edgar_8k
2026-06-03
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.59
FDA ANDA211020: BUPROPION HYDROCHLORIDE (BUPROPION HYDROCHLORIDE) — GRAVITI PHARMS
fda
2026-05-29
IND_010
Autonomous orbital manufacturing (facilitated by companies like Varda Space Industries) will successfully return pharmaceutical products processed in microgravity that are commercially superior to those manufactured on Earth by 2026 — new Biotech front...
Jared Isaacman
Biotech/Longevity43%
0.59polymarket
2026-02-09
244_012
Uber will monetize its Didi stake at some point
Dara Khosrowshahi
Markets/Stocks41%
0.59polymarket
2026-06-03
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.59polymarket
2026-05-30
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59polymarket
2026-06-03
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
2026-06-04
234_019
Expect big AI capability improvements via recursive self-improvement over next few weeks
Alex Wissner-Gross
AI39%
0.59manifold
2026-06-04
238_048
US must find 100 GW of new power or lose AI race to China (cited from Eric Schmidt)
Eric Schmidt
Geopolitics45%
0.59edgar_8k
2026-06-04
SEM_009
The AI boom rooted in semiconductor hardware will generate the world's first individual trillionaire (2026+).
Mark Cuban
Economy30%
0.59edgar_8k
2026-06-04
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.59edgar_8k
2026-06-04
S_GRID_50GW_2027
50GW dedicated AI/data center grid by Dec 2027
energy_grid_expansion40%
0.59edgar_8k
2026-06-04
INF_001
Reaching AGI by 2027 will require deployment of hundreds of millions of AI GPUs — forcing total mobilization of US industrial capacity for semiconductor fab and data-center shell construction.
Leopold Aschenbrenner
AI48%
0.59polymarket
2025-11-04
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.59polymarket
2026-03-26
247_042
Professional Robotics League first US match on April 19, 2026 in Boston
Alex Wissner-Gross
Robotics65%
0.59polymarket
2026-02-09
231_015
Next Deep Seek model release will be when Chinese open-weight models catch up to American frontier models.
Alex Wissner-Gross
AI34%
0.59
O/U 1.5 Rounds(market prob: 45%)
polymarket
2026-05-31
238_059
Era of greed and ignored fundamental problems will disappear in 2-3 years as XPRIZE takes hold
Salim Ismail
Macro/Economy42%
0.59manifold
2026-06-05
240_034
Morgan Stanley forecasts 13-40GW data center power shortfall through 2028
Morgan Stanley
Energy47%
0.59manifold
2026-06-04
241_036
No frontier AI company will emerge in Russia due to war
Eric Schmidt
AI51%
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
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%
0.59arxiv
2026-06-04
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-04
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.59arxiv
2026-06-03
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.59arxiv
2026-06-03
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-04
CYB_017
Prompt engineering evolves into a specialized commerce vector — marketplaces (PromptBase-style) emerge where skilled practitioners sell highly optimized, reliable text descriptions; proving AI displaces execution but rewards precise instructional logic...
David Holz
Labor/Jobs55%
0.59arxiv
2026-06-03
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
2026-06-03
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-04
241_019
AI scaling laws have not hit an asymptote yet
Eric Schmidt
AI51%
0.59arxiv
2026-06-03
238_038
Compute will remain scarce until Dyson swarm is built; scarce AI agent attention will be monetized
Alex Wissner-Gross
AI35%
0.59
FDA NDA208400: XATMEP (METHOTREXATE SODIUM) — AZURITY
fda
2026-05-27
SEM_014
Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).
Jensen Huang
Manufacturing86%
0.59polymarket
2026-06-02
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.59polymarket
2026-04-24
229_005
The global humanoid robotics industry will consolidate to far fewer than 10 players.
Brett Adcock
Robotics36%
0.59polymarket
2026-05-09
235_007
AI regulation window is this calendar year 2026 before chaos breaks out.
Dave Blundin
Geopolitics45%
0.59polymarket
2026-05-09
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.59polymarket
2026-04-24
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59manifold
2026-06-06
247_045
1X Neo humanoid robot will be delivered this summer 2026
Peter Diamandis
Robotics32%
0.59manifold
2026-06-06
TK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20%
0.59manifold
2026-06-05
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.59edgar_8k
2026-06-05
247_038
Bitcoin upgrade will come before quantum threat does (Saylor)
Michael Saylor
Crypto48%
0.59edgar_8k
2026-06-05
TK10
$100T Sovereign Debt Crisis
12%
0.59edgar_8k
2026-06-05
240_034
Morgan Stanley forecasts 13-40GW data center power shortfall through 2028
Morgan Stanley
Energy47%
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
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%
0.59arxiv
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_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
2026-06-05
232_007
TikTok wins as AI enables personalized, movie-quality content in many languages, taking over from movie industry.
Dave Blundin
Media/Ads45%
0.59arxiv
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%
0.59polymarket
2026-06-07
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.59polymarket
2026-02-09
244_012
Uber will monetize its Didi stake at some point
Dara Khosrowshahi
Markets/Stocks41%
0.59polymarket
2026-05-22
S_MARS_2028
Mars uncrewed: 2028 transfer window (most likely first attempt)
mars_uncrewed_landing50%
0.59
Games Total: O/U 2.5(market prob: 93%)
polymarket
2026-06-06
240_009
Government will intervene if NVIDIA does 10-year forward contract locking up TSMC
Dave Blundin
Geopolitics45%
0.59polymarket
2026-06-06
CMQ_037
Samsung will grow global HBM market share from 20% to 28% by securing majority of orders for Vera Rubin-exclusive HBM4.
Morgan Stanley
Semis/Memory20%
0.59polymarket
2026-05-25
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.59polymarket
2026-04-24
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.59polymarket
2026-05-25
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.59polymarket
2026-06-07
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%
0.59
Spurs vs. Knicks: O/U 214.5(market prob: 53%)
polymarket
2026-06-06
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59manifold
2026-06-08
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.59manifold
2026-06-08
243_005
There will be many many winners in the autonomous space
Dara Khosrowshahi
Auto/Transport47%
0.59manifold
2026-06-07
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.59edgar_8k
2026-06-08
247_037
Quantum computing will not break Bitcoin (Mike Saylor position)
Michael Saylor
Crypto54%
0.59edgar_8k
2026-06-08
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.59
FDA NDA022334: AFINITOR (EVEROLIMUS) — NOVARTIS
fda
2026-06-01
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.59
FDA NDA022334: AFINITOR (EVEROLIMUS) — NOVARTIS
fda
2026-06-01
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
235_011
PE fund will emerge shortly to buy medium/big companies and install AI digital twin infrastructure.
Salim Ismail
Markets/Stocks47%
0.59edgar_8k
2026-06-09
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.59edgar_8k
2026-06-09
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%
0.59arxiv
2026-06-07
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%
0.59arxiv
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
2026-06-08
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
2026-06-08
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
2026-06-07
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.59arxiv
2026-06-08
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.59arxiv
2026-06-07
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.59arxiv
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%
0.59arxiv
2026-06-08
241_027
China will win low-end robotic hardware race
Eric Schmidt
Robotics49%
0.59arxiv
2026-06-07
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.59arxiv
2026-06-08
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
2026-06-08
231_013
Math is cooked (will be solved), physics cooked, biology char broiled.
Alex Wissner-Gross
AI8%
0.59arxiv
2026-06-08
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.59github_release
2023-12-15
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%
0.59polymarket
2026-06-09
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59
Spurs vs. Knicks: O/U 215.5(market prob: 53%)
polymarket
2026-06-09
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59manifold
2026-06-10
COD_ROB_002
1X ships first paid NEO Early Access units to US homes in 2026
Codex Research Pack
Robotics27%
0.59arxiv
2026-06-09
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%
0.59arxiv
2026-06-09
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
2026-06-09
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-09
242_034
AI could compress S&P 500 equity valuations 2-7x free cash flow (down from 22x)
Chamath Palihapitiya
Markets/Stocks38%
0.59arxiv
2026-06-08
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
2026-06-09
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-09
CMQ_027
The inference inflection has arrived — industry transitioning from training-dominated capex (2023-2025) to inference-dominated economics (2026+).
Jensen Huang
AI/Compute92%
0.59arxiv
2026-06-09
238_021
Math, science, engineering, and medicine will all be solved by AI
Alex Wissner-Gross
AI42%
0.59arxiv
2026-06-09
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
2026-06-08
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
2026-06-09
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
2026-06-08
SEM_033
AI is gaining the capability to autonomously conduct original physics research (e.g., GPT-5.2 Pro proved new gluon scattering formulas).
Alex Wissner-Gross
AI/Physics56%
0.59github_release
2020-04-28
239_003
We are currently in AI hard takeoff
Elon Musk
AI47%
0.59polymarket
2026-06-08
248_016
ASI is imminent; access to top AI models will be closed down in a couple of years.
Dave Blundin
AI49%
0.59polymarket
2026-05-27
TK06
China-Taiwan Military Conflict
8%
0.59polymarket
2026-05-21
229_005
The global humanoid robotics industry will consolidate to far fewer than 10 players.
Brett Adcock
Robotics36%
0.59edgar_8k
2026-06-11
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.59edgar_8k
2026-06-11
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
2026-06-10
INF_001
Reaching AGI by 2027 will require deployment of hundreds of millions of AI GPUs — forcing total mobilization of US industrial capacity for semiconductor fab and data-center shell construction.
Leopold Aschenbrenner
AI48%
0.59arxiv
2026-06-10
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-10
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
2026-06-10
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%
0.59arxiv
2026-06-10
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
2026-06-10
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%
0.59arxiv
2026-06-10
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%
0.59
FDA ANDA217299: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — MSN
fda
2026-06-03
233_019
Alpha plans to conduct a million-student pharmaceutical-grade randomized control trial on Timeback.
Joe Liemandt
Education35%
0.59github_release
2025-11-21
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.59github_release
2025-10-13
238_022
From here forward, training data will be synthetic (pre-training era of human internet data is over)
Alex Wissner-Gross
AI39%
0.59github_release
2025-09-23
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.59polymarket
2026-02-09
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.59polymarket
2026-04-06
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59polymarket
2026-04-13
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59
Spread: Switzerland (-2.5)(market prob: 31%)
polymarket
2026-05-21
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.59polymarket
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%
0.59polymarket
2026-06-11
247_042
Professional Robotics League first US match on April 19, 2026 in Boston
Alex Wissner-Gross
Robotics65%
0.59
Games Total: O/U 2.5(market prob: 100%)
polymarket
2026-06-11
247_010
Anthropic will beat OpenAI in valuation trajectory
Dave Blundin
AI40%
0.59manifold
2026-06-10
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.59edgar_8k
2026-06-12
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%
0.59arxiv
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%
0.59arxiv
2026-06-11
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-11
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
2026-06-11
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.59arxiv
2026-06-11
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%
0.59arxiv
2026-06-11
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-11
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%
0.59arxiv
2026-06-10
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
2026-06-11
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.59arxiv
2026-06-11
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
2026-06-11
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
2026-06-11
231_004
The solution wavefront will spread from math/coding to physics, chemistry, and other fields.
Alex Wissner-Gross
AI40%
0.59arxiv
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%
0.59
FDA ANDA215552: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — YAOPHARMA CO LTD
fda
2026-06-09
COD_BIO_002
An AI-designed Isomorphic or peer drug enters or completes Phase 1 by end 2027
Codex Research Pack
Biotech/Longevity50%
0.59
Spread: Scotland (-1.5)(market prob: 40%)
polymarket
2026-05-21
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
2026-06-08
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59polymarket
2026-06-13
240_009
Government will intervene if NVIDIA does 10-year forward contract locking up TSMC
Dave Blundin
Geopolitics45%
0.59polymarket
2026-04-06
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.59polymarket
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%
0.59polymarket
2026-05-21
229_025
Competitors that can match Figure's current capabilities are at least two years behind.
Brett Adcock
Robotics46%
0.59polymarket
2026-06-09
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.59
Knicks vs. Spurs: O/U 218.5(market prob: 45%)
polymarket
2026-06-11
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%