Validations Queue

99,119 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 318 of 460, 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
0.59
FDA ANDA217281: LENALIDOMIDE (LENALIDOMIDE) — NOVUGEN
fda
2026-04-27
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
FDA ANDA212773: IMATINIB MESYLATE (IMATINIB MESYLATE) — EUGIA PHARMA
fda
2026-04-06
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.59
FDA ANDA078582: LEVETIRACETAM (LEVETIRACETAM) — STRIDES PHARMA
fda
2026-04-21
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.59
FDA ANDA215243: RAMELTEON (RAMELTEON) — MICRO LABS
fda
2026-06-04
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 NDA020310: NIZORAL ANTI-DANDRUFF (KETOCONAZOLE) — KRAMER
fda
2026-04-30
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.59github_release
2023-01-12
235_005
AI capability will grow 100x this year in raw parameter count as lower bound.
Dave Blundin
AI49%
0.59github_release
2023-01-12
AI_010
The 2026 development landscape has entered the 'Slopacolypse' — AI writes the vast majority of new code, developer manual-coding skills atrophy, and engineering transitions from syntax-writing to high-level architectural prompting and 'vibe coding'.
Andrej Karpathy
AI90%
0.59github_release
2022-08-25
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.59github_release
2022-08-25
INF_072
There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently.
Demis Hassabis
AI40%
0.59github_release
2026-04-22
CMQ_055
Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes.
Brett Adcock
Robotics29%
0.59github_release
2025-03-11
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.59github_release
2023-08-17
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%
0.59github_release
2025-04-23
237_018
We are seeing a Cambrian explosion of OpenClaw variants (PicoClaw, IronClaw, NanoClaw, Nanobot, etc.) with many more to come.
Alex Wissner-Gross
AI40%
0.59polymarket
2026-05-04
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%
0.59
Spread: Knicks (-7.5)(market prob: 62%)
polymarket
2026-05-05
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.59polymarket
2025-12-17
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.59
Spread: Knicks (-10.5)(market prob: 51%)
polymarket
2026-05-06
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.59polymarket
2025-07-28
232_013
Recursive self-improvement loops likely to go live in the next 12 months; 2026 will be the most consequential year for humanity.
Jimmy Ba
AI47%
0.59manifold
2026-05-06
247_050
Virtual cell achievable through classical scaling without quantum computing
Alex Wissner-Gross
Biotech/Longevity44%
0.59manifold
2026-05-06
242_055
Activist investing will be disrupted by AI writing open letters to public firms
Alex Wissner-Gross
Markets/Stocks34%
0.59arxiv
2026-05-04
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
2026-05-04
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.59arxiv
2026-05-05
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
2026-05-05
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
2026-05-05
SPC_017
Startups capable of cleaning, structuring, and validating multimodal data pipelines (video, telemetry, Earth-observation) will unlock enterprise value of space-based observations — unstructured multimodal data causes AI agent workflows to hallucinate o...
Jennifer Li
AI63%
0.59arxiv
2026-05-05
ROB_013
Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g...
Jimmy Ba
Robotics62%
0.59arxiv
2026-05-05
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.59arxiv
2026-05-05
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.59arxiv
2026-05-04
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
2026-05-04
248_023
Ternary (sub-bit) parameter precision will be optimal for AI models.
Dave Blundin
AI50%
0.59arxiv
2026-05-04
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
2026-05-04
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.59arxiv
2026-05-05
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
2026-05-04
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
2026-05-04
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%
0.59arxiv
2026-05-04
232_008
Real-time AI video generation will break any video/voice-based security mechanisms.
Ben Horowitz
AI46%
0.59arxiv
2026-05-04
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
2026-05-05
240_032
PSI's GPD will solve some of the hardest physics problems over the next few years
Alex Wissner-Gross
AI43%
0.59arxiv
2026-05-04
232_015
AI will discover something as significant as relativity in physics within the next two years.
Dave Blundin
AI45%
0.59
FDA BLA761451: SAPHNELO (ANIFROLIMAB-FNIA) — ASTRAZENECA AB
fda
2026-04-24
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 ANDA090348: ZIPRASIDONE HYDROCHLORIDE (ZIPRASIDONE HYDROCHLORIDE) — CHARTWELL RX
fda
2026-04-24
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.59polymarket
2026-05-07
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
2026-05-07
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
2026-04-10
238_061
Massive social unrest / trough in 2026-2027, rebound in 2028
Dave Blundin
Macro/Economy50%
0.59manifold
2026-05-07
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.59arxiv
2026-05-06
230_029
Cognition is becoming a commodity — intelligence will flow like oil.
Alex Wissner-Gross
AI43%
0.59arxiv
2026-05-06
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
2026-05-06
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
2026-05-06
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%
0.59github_release
2022-12-08
COD_BIO_005
Colossal adds at least one more de-extinction species to active embryo-transfer pipeline by end 2028
Codex Research Pack
Biotech/Longevity47%
0.59github_release
2022-06-15
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.59github_release
2026-03-06
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.59github_release
2025-01-31
COD_SPC_005
NASA Dragonfly launches on Falcon Heavy in the July 2028 window
Codex Research Pack
Space33%
0.59github_release
2019-05-30
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.59github_release
2026-03-17
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.59github_release
2023-04-10
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.59github_release
2023-03-08
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.59polymarket
2026-05-07
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
Knicks vs. 76ers: O/U 213.5(market prob: 51%)
polymarket
2026-05-07
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59polymarket
2026-04-27
242_037
China will land on the moon before end of 2030
China (government)
Space46%
0.59manifold
2026-05-08
238_061
Massive social unrest / trough in 2026-2027, rebound in 2028
Dave Blundin
Macro/Economy50%
0.59manifold
2026-05-08
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.59manifold
2026-05-08
238_038
Compute will remain scarce until Dyson swarm is built; scarce AI agent attention will be monetized
Alex Wissner-Gross
AI35%
0.59manifold
2026-05-08
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%
0.59arxiv
2026-05-07
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.59arxiv
2026-05-07
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.59arxiv
2026-05-07
FUT_001
Algorithmic systems (LLMs) will match the accuracy of the world's most elite human superforecasters by November 2026 per ForecastBench linear-extrapolation of current learning curves; 95% CI stretches Dec 2025 to Jan 2028. Validation metric: LLMs achie...
Superforecaster Community
AI48%
0.59arxiv
2026-05-07
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.59arxiv
2026-05-07
CMQ_031
AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve.
Alex Wissner-Gross
AI/Compute42%
0.59arxiv
2026-05-07
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
2026-05-07
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.59arxiv
2026-05-07
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
2026-05-07
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.59arxiv
2026-05-06
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
2026-05-06
234_003
Within 1-2 years we will look back and wonder why training was centralized while inference was decentralized
Alex Wissner-Gross
AI38%
0.59
FDA ANDA074544: LEUCOVORIN CALCIUM (LEUCOVORIN CALCIUM) — EPIC PHARMA LLC
fda
2026-05-05
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.59polymarket
2025-05-02
AUT_022
2026 is the definitive 'inflection year' for Autonomous Vehicles — forecasting 33 distinct consumer AV launches and expansion of AV services into 9 new major US cities; China will aggressively lead global adoption, accounting for half the global smart-...
Morgan Stanley
Auto/Transport47%
0.59polymarket
2026-04-12
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59manifold
2026-05-08
236_019
Human plumbers are safe for at least 10 years and probably significantly longer
Andrew Yang
Robotics44%
0.59polymarket
2026-01-02
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59polymarket
2026-05-02
CMQ_036
SK Hynix will maintain industry HBM lead, capturing >50% of NVIDIA's total HBM procurement (HBM3E + HBM4) throughout 2026.
Morgan Stanley
Semis/Memory68%
0.59polymarket
2026-05-06
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59manifold
2026-05-11
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.59manifold
2026-05-11
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.59
Sabres vs. Canadiens(market prob: 42%)
polymarket
2026-05-08
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.59polymarket
2026-05-12
237_017
The entire SaaS market is going to zero because features can be rebuilt in five minutes with agents.
Alex Finn
Markets/Stocks45%
0.59polymarket
2026-03-03
238_048
US must find 100 GW of new power or lose AI race to China (cited from Eric Schmidt)
Eric Schmidt
Geopolitics45%
0.59polymarket
2026-03-03
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.59polymarket
2026-05-11
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
2026-04-30
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59polymarket
2026-05-11
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59polymarket
2026-05-08
247_010
Anthropic will beat OpenAI in valuation trajectory
Dave Blundin
AI40%
0.59polymarket
2026-05-07
247_042
Professional Robotics League first US match on April 19, 2026 in Boston
Alex Wissner-Gross
Robotics65%
0.59polymarket
2026-04-27
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.59polymarket
2026-05-12
CMQ_036
SK Hynix will maintain industry HBM lead, capturing >50% of NVIDIA's total HBM procurement (HBM3E + HBM4) throughout 2026.
Morgan Stanley
Semis/Memory68%
0.59manifold
2026-05-12
235_005
AI capability will grow 100x this year in raw parameter count as lower bound.
Dave Blundin
AI49%
0.59manifold
2026-05-12
247_023
AI will be able to do everything a white collar worker does imminently
Dave Blundin
AI41%
0.59edgar_8k
2026-05-12
247_039
Quantum not a risk to Bitcoin; Saylor is 100% right
Dave Blundin
Crypto54%
0.59
FDA ANDA075327: LEUCOVORIN CALCIUM (LEUCOVORIN CALCIUM) — ANI PHARMS
fda
2026-05-05
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.59github_release
2025-05-28
AI_010
The 2026 development landscape has entered the 'Slopacolypse' — AI writes the vast majority of new code, developer manual-coding skills atrophy, and engineering transitions from syntax-writing to high-level architectural prompting and 'vibe coding'.
Andrej Karpathy
AI90%
0.59polymarket
2026-01-21
229_004
By summer 2026, Figure will have almost none of its supply chain in China.
Brett Adcock
Geopolitics41%
0.59polymarket
2026-05-13
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%
0.59polymarket
2025-09-17
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.59polymarket
2026-05-13
241_027
China will win low-end robotic hardware race
Eric Schmidt
Robotics49%
0.59polymarket
2025-12-01
236_011
Independent/third party presidential run possible in 2028 election
Andrew Yang
Geopolitics46%
0.59polymarket
2026-05-01
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
2025-07-22
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%
0.59manifold
2026-05-13
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.59edgar_8k
2026-05-13
247_039
Quantum not a risk to Bitcoin; Saylor is 100% right
Dave Blundin
Crypto54%
0.59arxiv
2026-05-12
FUT_021
Uncontrolled recursive self-improvement by AGI requires vast uninterrupted physical infrastructure, flawless power grids, perfect global supply chains for advanced semiconductors. In Zeihan-Bremmer world (severe demographic labor shortages, fragmented ...
Superforecaster Community
AI46%
0.59arxiv
2026-05-12
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
2026-05-12
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
2026-05-12
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.59arxiv
2026-05-12
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
2026-05-12
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.59polymarket
2026-05-13
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
2026-05-11
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59polymarket
2026-05-11
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
2026-05-13
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
2026-05-13
AUT_002
Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological...
Alex Wissner-Gross
AI59%
0.59arxiv
2026-05-13
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.59github_release
2025-12-18
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.59polymarket
2026-05-10
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59polymarket
2026-05-11
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
2026-05-15
ROB_015
The 2025-2028 period is defined by massive automation/job displacement equivalent to 25 years of Industrial Revolution economic upheaval compressed into 3 traumatic years — followed by the dawn of the 'Agentic Era' in 2027 where autonomous AI agents pa...
Peter Diamandis
Labor/Jobs38%
0.59manifold
2026-05-15
SEM_025
Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels.
Joseph Moore
Capital Markets55%
0.59arxiv
2026-05-14
FUT_020
Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m...
Multi-Forecaster Synthesis
Labor/Jobs45%
0.59arxiv
2026-05-14
241_019
AI scaling laws have not hit an asymptote yet
Eric Schmidt
AI51%
0.59arxiv
2026-05-14
FUT_020
Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m...
Multi-Forecaster Synthesis
Labor/Jobs45%
0.59
FDA BLA761352: BIZENGRI (ZENOCUTUZUMAB-ZBCO) — MERUS N.V.
fda
2026-05-08
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%
0.59
FDA BLA761304: VYVGART HYTRULO (EFGARTIGIMOD ALFA AND HYALURONIDASE-QVFC) — ARGENX BV
fda
2026-05-08
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.59polymarket
2026-05-15
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59polymarket
2026-05-15
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%
0.59polymarket
2026-04-07
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
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
2026-05-05
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59polymarket
2026-05-11
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.59github_release
2020-09-03
242_051
Dyson swarm compute infrastructure will be realized in a few years
Alex Wissner-Gross
Space37%
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
2026-05-11
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
2026-05-17
242_023
World will have 10x more wealth around 2034-2036
Dave Blundin
Macro/Economy34%
0.59polymarket
2026-05-15
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
2025-07-11
247_025
Super PACs will determine election outcomes at order of magnitude bigger than before
Dave Blundin
Geopolitics42%
0.59polymarket
2026-02-05
236_045
Government path to UBI vanishingly unlikely, but possible outsized asymmetry in 2028
Andrew Yang
Geopolitics41%
0.59polymarket
2026-02-05
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
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%
0.59manifold
2026-05-18
236_019
Human plumbers are safe for at least 10 years and probably significantly longer
Andrew Yang
Robotics44%
0.59manifold
2026-05-18
234_019
Expect big AI capability improvements via recursive self-improvement over next few weeks
Alex Wissner-Gross
AI39%
0.59manifold
2026-05-18
230_009
US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk.
Elon Musk
Macro/Economy46%
0.59manifold
2026-05-18
AUT_024
H1 2026 will deliver a 'massive AI breakthrough' driven by unprecedented concentration of computational power at leading American laboratories — AI has been elevated from mere thematic investment to structural 'macro variable' akin to oil prices or int...
Morgan Stanley
AI42%
0.59
Spread: Knicks (-7.5)(market prob: 46%)
polymarket
2026-05-18
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.59polymarket
2026-05-16
237_017
The entire SaaS market is going to zero because features can be rebuilt in five minutes with agents.
Alex Finn
Markets/Stocks45%
0.59polymarket
2026-05-16
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.59arxiv
2026-05-18
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
2026-05-18
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
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
2026-05-18
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
2026-05-18
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-05-18
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
2026-05-18
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
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
Spread: Thunder (-3.5)(market prob: 50%)
polymarket
2026-05-29
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59polymarket
2026-05-29
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.59polymarket
2026-05-25
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%
0.59polymarket
2026-03-02
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.59polymarket
2025-07-28
232_013
Recursive self-improvement loops likely to go live in the next 12 months; 2026 will be the most consequential year for humanity.
Jimmy Ba
AI47%
0.59polymarket
2026-05-28
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59polymarket
2026-01-02
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.59polymarket
2026-04-22
S_AGI_WINTER_2036PLUS
AGI delayed: capability plateau or AI winter
agi_general_capability10%
0.59polymarket
2026-01-02
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.59polymarket
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%
0.59polymarket
2025-07-08
238_061
Massive social unrest / trough in 2026-2027, rebound in 2028
Dave Blundin
Macro/Economy50%
0.59polymarket
2026-05-20
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59polymarket
2025-11-04
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
2025-11-04
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59polymarket
2026-01-02
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.59manifold
2026-05-30
230_044
Unrest/civil unrest will materialize; tech AI leaders will face security threats and death threats.
Peter Diamandis
Geopolitics51%
0.59manifold
2026-05-29
232_046
SpaceX will build a system that allows anyone to travel to moon and Mars after Starship V3 flies repeatedly.
Elon Musk
Space32%
0.59manifold
2026-05-29
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59manifold
2026-05-28
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59manifold
2026-05-28
238_028
Anthropic plugins will enable market-by-market disruption (could short stocks and announce plugins)
Emad Mostaque
Markets/Stocks31%
0.59manifold
2026-05-28
238_005
By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly free
Alex Wissner-Gross
AI39%
0.59manifold
2026-05-25
234_019
Expect big AI capability improvements via recursive self-improvement over next few weeks
Alex Wissner-Gross
AI39%
0.59manifold
2026-05-25
AI_035
In a world where superintelligent AI can perform all economically valuable, scientific, and creative tasks, humanity faces profound existential questions regarding its 'meaning of life' — potentially leaving humans without a primary teleological purpos...
Nick Bostrom
Other37%
0.59manifold
2026-05-24
236_008
First $100 trillion dollar companies and multi-trillionaires will come online
Peter Diamandis
Markets/Stocks53%
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
2026-05-28
233_021
AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing.
Joe Liemandt
AI39%
0.59arxiv
2026-05-28
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
2026-05-28
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
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
2026-05-28
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
2026-05-28
AI_028
Decentralized offline messaging via Bluetooth Low Energy (BLE) mesh networks — exemplified by Dorsey's launch of Bitchat — will become critical infrastructure for verifiable human communication as the internet is flooded with synthetic content and deep...
Jack Dorsey
Crypto28%
0.59arxiv
2026-05-28
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
2026-05-28
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
2026-05-28
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%
0.59
FDA ANDA077615: DIVALPROEX SODIUM (DIVALPROEX SODIUM) — APOTEX
fda
2026-05-18
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
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.59polymarket
2026-05-29
247_042
Professional Robotics League first US match on April 19, 2026 in Boston
Alex Wissner-Gross
Robotics65%
0.59polymarket
2026-04-14
247_002
Musk v. OpenAI lawsuit will settle with Sam stepping down as CEO and company continuing as for-profit
Alex Wissner-Gross
AI32%