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92,897 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 235 of 432, 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
0.61arxiv
2026-05-04
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%
0.61arxiv
2026-05-05
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%
0.61arxiv
2026-05-05
248_023
Ternary (sub-bit) parameter precision will be optimal for AI models.
Dave Blundin
AI50%
0.61arxiv
2026-05-05
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%
0.61arxiv
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%
0.61arxiv
2026-05-04
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%
0.61arxiv
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%
0.61arxiv
2026-05-04
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.61arxiv
2026-05-04
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.61arxiv
2026-05-04
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%
0.61arxiv
2026-05-04
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.61arxiv
2026-05-04
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%
0.61arxiv
2026-05-04
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%
0.61arxiv
2026-05-05
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.61arxiv
2026-05-05
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%
0.61arxiv
2026-05-04
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%
0.61arxiv
2026-05-04
245_031
99% of synthetic biology focus will remain on human healthcare; similar tech applies more broadly
Ben Lamm
Biotech/Longevity41%
0.61arxiv
2026-05-04
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%
0.61arxiv
2026-05-04
240_013
Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs
Sam Altman
AI41%
0.61arxiv
2026-05-04
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%
0.61arxiv
2026-05-04
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%
0.61arxiv
2026-05-04
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%
0.61
FDA ANDA078947: LAMOTRIGINE (LAMOTRIGINE) — TORRENT PHARMS
fda
2026-04-10
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.61
FDA ANDA203364: MESNA (MESNA) — RISING
fda
2026-04-09
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.61
FDA ANDA090607: LAMOTRIGINE (LAMOTRIGINE) — ALEMBIC PHARMS LTD
fda
2026-04-13
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.61
FDA BLA761055: DUPIXENT (DUPILUMAB) — REGENERON PHARMACEUTICALS
fda
2026-04-22
233_019
Alpha plans to conduct a million-student pharmaceutical-grade randomized control trial on Timeback.
Joe Liemandt
Education35%
0.61
FDA BLA761059: HADLIMA (ADALIMUMAB-BWWD) — SAMSUNG BIOEPIS CO LTD
fda
2026-04-29
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.61github_release
2026-05-06
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI41%
0.61github_release
2026-05-06
235_005
AI capability will grow 100x this year in raw parameter count as lower bound.
Dave Blundin
AI49%
0.61polymarket
2026-05-06
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.61manifold
2026-05-07
229_008
By end of 2026, Figure's robot hardware will be capable of performing what surgeons can do (teleoperated).
Brett Adcock
Biotech/Longevity44%
0.61
Bitcoin $83k in May?(market prob: 70%)
manifold
2026-05-07
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%
0.61manifold
2026-05-03
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.61arxiv
2026-05-06
INF_028
AI will render approximately 99% of white-collar jobs replaceable within two years — cognitive-labor costs will mathematically approach the marginal cost of electricity required to generate inference.
Dave Blundin
Labor/Jobs14%
0.61arxiv
2026-05-06
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%
0.61arxiv
2026-05-06
FUT_023
'Demographic bifurcation' 2026-2031: widening divides in size, growth, and structure of populations globally — creates extreme socioeconomic friction between aging wealthy nations (US, EU, Japan, Korea, China) and younger resource-starved regions (Afri...
Ian Bremmer
Geopolitics68%
0.61arxiv
2026-05-05
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%
0.61
FDA ANDA206387: ALENDRONATE SODIUM (ALENDRONATE SODIUM) — IPCA LABS LTD
fda
2026-04-15
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.61github_release
2022-06-15
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.61github_release
2021-02-17
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.61github_release
2025-12-03
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.61github_release
2023-04-26
234_048
Next major revolutions in foundation models will come from small language models
Alex Wissner-Gross
AI41%
0.61github_release
2024-09-13
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%
0.61github_release
2024-07-09
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%
0.61manifold
2026-05-07
240_051
After first state passes retraining law, all other states will race to fire people first
Alex Wissner-Gross
Labor/Jobs42%
0.61arxiv
2026-05-07
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%
0.61arxiv
2026-05-07
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%
0.61arxiv
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%
0.61arxiv
2026-05-07
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.61arxiv
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%
0.61arxiv
2026-05-07
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.61arxiv
2026-05-07
AI_034
The AI-native education model will see global adoption within approximately 5 years — driven by sub-$1,000 offline tablets and AI tutors capable of lifting historically lagging demographics (e.g. New Mexico, Sub-Saharan Africa) into top-tier performanc...
Joe Liemandt
Education22%
0.61arxiv
2026-05-07
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%
0.61arxiv
2026-05-07
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%
0.61arxiv
2026-05-07
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.61arxiv
2026-05-07
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%
0.61arxiv
2026-05-07
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%
0.61arxiv
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%
0.61arxiv
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%
0.61arxiv
2026-05-07
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%
0.61arxiv
2026-05-07
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%
0.61arxiv
2026-05-07
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%
0.61arxiv
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%
0.61arxiv
2026-05-07
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%
0.61arxiv
2026-05-07
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%
0.61arxiv
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%
0.61arxiv
2026-05-07
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.61arxiv
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%
0.61arxiv
2026-05-07
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%
0.61arxiv
2026-05-07
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.61arxiv
2026-05-06
246_018
Killer app of compact fusion reactors will be interplanetary/interstellar propulsion, not data centers.
Alex Wissner-Gross
Energy36%
0.61arxiv
2026-05-06
CMQ_062
Physicists are successfully demonstrating quantum interference with increasingly larger physical masses — rapid quantum-hardware advancement.
Alex Wissner-Gross
Quantum62%
0.61arxiv
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%
0.61
FDA ANDA060469: TETRACYCLINE HYDROCHLORIDE (TETRACYCLINE HYDROCHLORIDE) — IMPAX LABS
fda
2026-04-17
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.61
FDA BLA761183: TZIELD (TEPLIZUMAB-MZWV) — PROVENTION BIO INC
fda
2026-06-12
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.61polymarket
2025-12-16
236_011
Independent/third party presidential run possible in 2028 election
Andrew Yang
Geopolitics46%
0.61polymarket
2025-12-29
237_025
We are currently in the midst of the singularity, not waiting for it in the 2040s as originally expected.
Peter Diamandis
AI59%
0.61polymarket
2025-11-12
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.61
Daily Coinflip(market prob: 51%)
manifold
2026-05-08
TK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20%
0.61edgar_8k
2026-05-08
244_032
Uber will cash flow $10B this year (2026)
Dara Khosrowshahi
Markets/Stocks55%
0.61manifold
2026-05-09
COD_SPC_004
Europa Clipper completes Earth gravity assist in December 2026
Codex Research Pack
Space48%
0.61polymarket
2026-05-10
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.61polymarket
2026-05-02
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%
0.61polymarket
2025-10-09
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.61polymarket
2026-05-09
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.61polymarket
2026-05-09
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.61manifold
2026-05-11
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.61edgar_8k
2026-05-11
244_032
Uber will cash flow $10B this year (2026)
Dara Khosrowshahi
Markets/Stocks55%
0.61github_release
2026-05-11
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.61polymarket
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%
0.61
Wild vs. Avalanche(market prob: 34%)
polymarket
2026-05-10
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.61polymarket
2026-04-29
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.61
Daily Coinflip(market prob: 50%)
manifold
2026-05-12
TK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20%
0.61
FDA BLA761291: TECVAYLI (TECLISTAMAB-CQYV) — JANSSEN BIOTECH
fda
2026-05-06
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.61github_release
2025-10-16
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%
0.61github_release
2024-03-21
CMQ_055
Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes.
Brett Adcock
Robotics29%
0.61polymarket
2026-05-13
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.61manifold
2026-05-13
235_006
By end of 2026 AI will enable creating any virus or nuclear weapon via AI agent.
Dave Blundin
AI50%
0.61manifold
2026-05-13
S_IPO_TRILLION_2028
First $1T+ IPO in 2028
ipo_trillion_plus25%
0.61arxiv
2026-05-12
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%
0.61arxiv
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%
0.61arxiv
2026-05-12
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.61arxiv
2026-05-12
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%
0.61arxiv
2026-05-12
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%
0.61arxiv
2026-05-12
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%
0.61arxiv
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%
0.61
FDA ANDA205807: GABAPENTIN (GABAPENTIN) — TEVA PHARMS USA
fda
2026-05-01
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.61polymarket
2026-05-11
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.61
Daily Coinflip(market prob: 50%)
manifold
2026-05-14
TK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20%
0.61manifold
2026-05-12
247_006
Anthropic ARR will reach $100 billion by end of 2026
Peter Diamandis
AI50%
0.61manifold
2026-05-11
238_071
Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs
Alex Wissner-Gross
AI35%
0.61arxiv
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%
0.61arxiv
2026-05-13
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%
0.61arxiv
2026-05-13
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%
0.61arxiv
2026-05-13
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.61arxiv
2026-05-13
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.61arxiv
2026-05-13
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%
0.61arxiv
2026-05-13
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.61arxiv
2026-05-13
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%
0.61arxiv
2026-05-13
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.61arxiv
2026-05-13
233_021
AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing.
Joe Liemandt
AI39%
0.61
FDA ANDA075710: ALENDRONATE SODIUM (ALENDRONATE SODIUM) — IMPAX LABS INC
fda
2026-04-23
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.61
FDA ANDA201446: FALLBACK SOLO (LEVONORGESTREL) — LUPIN
fda
2026-05-01
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.61manifold
2026-05-15
TK10
$100T Sovereign Debt Crisis
12%
0.61manifold
2026-05-14
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%
0.61manifold
2026-05-10
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.61arxiv
2026-05-14
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%
0.61arxiv
2026-05-14
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%
0.61arxiv
2026-05-14
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.61arxiv
2026-05-14
230_029
Cognition is becoming a commodity — intelligence will flow like oil.
Alex Wissner-Gross
AI43%
0.61arxiv
2026-05-14
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%
0.61arxiv
2026-05-14
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.61arxiv
2026-05-14
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%
0.61arxiv
2026-05-14
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%
0.61arxiv
2026-05-14
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%
0.61arxiv
2026-05-14
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.61arxiv
2026-05-14
FUT_003
Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m...
Superforecaster Community
AI100%
0.61arxiv
2026-05-14
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%
0.61arxiv
2026-05-14
FUT_003
Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m...
Superforecaster Community
AI100%
0.61arxiv
2026-05-13
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%
0.61arxiv
2026-05-13
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%
0.61
FDA NDA016730: DEXTROSE 5% IN PLASTIC CONTAINER (DEXTROSE) — B BRAUN
fda
2026-05-12
245_009
Breaking plastic-degradation technology could become a supplement that breaks microplastics in the gut before absorption
Peter Diamandis
Biotech/Longevity45%
0.61
FDA BLA761331: WEZLANA (USTEKINUMAB-AUUB) — AMGEN INC
fda
2026-05-12
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.61polymarket
2026-05-11
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.61manifold
2026-05-16
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.61
Daily Coinflip(market prob: 50%)
manifold
2026-05-16
TK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20%
0.61manifold
2026-05-16
235_011
PE fund will emerge shortly to buy medium/big companies and install AI digital twin infrastructure.
Salim Ismail
Markets/Stocks47%
0.61manifold
2026-05-16
S_IPO_TRILLION_2028
First $1T+ IPO in 2028
ipo_trillion_plus25%
0.61github_release
2026-05-15
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.61polymarket
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%
0.61polymarket
2025-12-05
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.61manifold
2026-05-19
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.61manifold
2026-05-18
TK10
$100T Sovereign Debt Crisis
12%
0.61edgar_8k
2026-05-19
246_010
SpaceX/XAI/Tesla will be the first $100 trillion company within 5 years.
Peter Diamandis
Markets/Stocks43%
0.61arxiv
2026-05-18
232_011
Jury is still out on whether speech will be the modality of the future for high-bandwidth operation.
Alex Wissner-Gross
AI38%
0.61arxiv
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%
0.61arxiv
2026-05-18
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.61arxiv
2026-05-18
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%
0.61arxiv
2026-05-18
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%
0.61arxiv
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%
0.61arxiv
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%
0.61polymarket
2026-05-20
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.61polymarket
2026-05-20
S_AGI_WINTER_2036PLUS
AGI delayed: capability plateau or AI winter
agi_general_capability10%
0.61polymarket
2026-04-16
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.61polymarket
2026-04-06
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.61polymarket
2026-04-29
S_MARS_2031PLUS
Mars uncrewed: 2031+ transfer window or further delay
mars_uncrewed_landing25%
0.61polymarket
2025-09-22
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.61polymarket
2026-05-01
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.61
Daily Coinflip(market prob: 51%)
manifold
2026-05-30
TK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20%
0.61manifold
2026-05-29
AUT_007
2026 US GDP growth 5% to 6.2% driven directly by AI productivity — citing massive productivity increases unlocked by enterprise AI integration as primary catalyst. Traditional enterprise SaaS 'maintenance and migration' revenue models structurally coll...
Chamath Palihapitiya
Macro/Economy13%
0.61manifold
2026-05-27
FUT_017
Intersection of media, society, and commerce 2026-2031 will require organizations to completely abandon rigid legacy planning in favor of hyper-adaptable near-future preparations — traditional 10-year strategic plans obsolete as multi-domain convergenc...
Gerd Leonhard
Media/Ads50%
0.61manifold
2026-05-24
240_001
NVIDIA to reach at least $1 trillion in bookings/revenue through 2027
Jensen Huang
Markets/Stocks78%
0.61arxiv
2026-05-28
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.61arxiv
2026-05-28
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%
0.61arxiv
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%
0.61arxiv
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%
0.61arxiv
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%
0.61arxiv
2026-05-28
S_ROBOTAXI_TESLA_2026
Tesla FSD unsupervised wide deployment by Nov 2026
robotaxi_deployment40%
0.61arxiv
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%
0.61arxiv
2026-05-28
AUT_017
Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin...
Jimmy Ba
AI65%
0.61arxiv
2026-05-28
CYB_025
The legal profession must transition from viewing AI as a 'prompter' to an active 'partner' — when an autonomous AI consultant hallucinates legal precedent or medical diagnosis, traditional corporate malpractice frameworks fail; courts must rapidly est...
Ralph Losey
Other77%
0.61arxiv
2026-05-28
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%
0.61arxiv
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%
0.61arxiv
2026-05-28
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%
0.61arxiv
2026-05-28
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%
0.61arxiv
2026-05-28
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.61arxiv
2026-05-28
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%
0.61arxiv
2026-05-28
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.61arxiv
2026-05-28
248_023
Ternary (sub-bit) parameter precision will be optimal for AI models.
Dave Blundin
AI50%
0.61
FDA NDA208573: VENCLEXTA (VENETOCLAX) — ABBVIE
fda
2026-05-20
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.61
FDA ANDA078480: BRIMONIDINE TARTRATE (BRIMONIDINE TARTRATE) — APOTEX
fda
2026-05-20
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.61github_release
2026-05-20
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%
0.61polymarket
2026-05-25
244_008
If you build liquid supply with product-market fit, demand will show up
Dara Khosrowshahi
Other53%
0.61polymarket
2026-05-26
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.61polymarket
2025-10-09
238_061
Massive social unrest / trough in 2026-2027, rebound in 2028
Dave Blundin
Macro/Economy50%
0.61polymarket
2026-04-06
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.61
Rcb vs gt who is win(market prob: 99%)
manifold
2026-05-31
241_027
China will win low-end robotic hardware race
Eric Schmidt
Robotics49%
0.61polymarket
2026-05-21
INF_070
Bitcoin mining will function as the ultimate "buyer of last resort" for energy producers — a perfectly elastic, location-agnostic load that absorbs excess solar output and stranded remote-nuclear power (e.g. Valar Atomics gigasites, Bloom Energy co-gen...
Leopold Aschenbrenner
Energy57%
0.61polymarket
2026-04-06
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.61polymarket
2026-04-06
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%