Validations Queue

103,108 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 362 of 478, 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
0.58arxiv
2026-06-01
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.58arxiv
2026-06-01
AI_015
Localized, decentralized open-source AI models — the 'Last Economy' — will form the backbone of AI infrastructure, stripping monopolistic pricing power from centralized hyperscalers.
Emad Mostaque
AI35%
0.58arxiv
2026-06-01
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.58arxiv
2026-06-01
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.58arxiv
2026-06-01
242_034
AI could compress S&P 500 equity valuations 2-7x free cash flow (down from 22x)
Chamath Palihapitiya
Markets/Stocks38%
0.58arxiv
2026-06-01
AUT_021
Defining software movement of 2026: startups building autonomous platforms specifically designed to clean/structure/continuously validate multimodal data — unstructured corporate sludge (PDFs, logs, videos, emails) causes autonomous agentic workflows t...
Marc Andreessen
AI52%
0.58arxiv
2026-05-31
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%
0.58arxiv
2026-05-31
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%
0.58polymarket
2026-06-02
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%
0.58
Spread: Spurs (-3.5)(market prob: 56%)
polymarket
2026-05-31
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.58
Knicks vs. Spurs: O/U 219.5(market prob: 44%)
polymarket
2026-05-31
242_033
Companies will race to 80% token spend / 20% salary; good by 2030-2032
Dave Blundin
Labor/Jobs49%
0.58
Knicks vs. Spurs: O/U 217.5(market prob: 49%)
polymarket
2026-05-31
247_010
Anthropic will beat OpenAI in valuation trajectory
Dave Blundin
AI40%
0.58polymarket
2026-06-02
230_033
Intelligence explosion shockwave propagates from math → physical sciences → planetary systems, Dyson swarm by early 2030s.
Alex Wissner-Gross
AI43%
0.58manifold
2026-06-03
SEM_030
S&P 500 roughly 10% upside in 2026 driven by AI productivity wave rolling through broader economy (not just megacap).
Mike Wilson
Capital Markets43%
0.58edgar_8k
2026-06-03
244_012
Uber will monetize its Didi stake at some point
Dara Khosrowshahi
Markets/Stocks41%
0.58edgar_8k
2026-06-03
COD_ROB_002
1X ships first paid NEO Early Access units to US homes in 2026
Codex Research Pack
Robotics27%
0.58edgar_8k
2026-06-03
S_HUMANOID_ENTERPRISE_2028
Humanoid R2: 100K+ enterprise by Nov 2028
humanoid_deployment50%
0.58
FDA BLA125166: SOLIRIS (ECULIZUMAB) — ALEXION PHARM
fda
2026-06-01
233_019
Alpha plans to conduct a million-student pharmaceutical-grade randomized control trial on Timeback.
Joe Liemandt
Education35%
0.58polymarket
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%
0.58polymarket
2026-02-09
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58polymarket
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%
0.58polymarket
2026-01-02
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58polymarket
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%
0.58polymarket
2025-07-24
246_011
Elon will feel Grok is ready to take over as CEO in next few years.
Dave Blundin
AI42%
0.58polymarket
2025-12-15
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.58manifold
2026-06-03
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.58edgar_8k
2026-06-04
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%
0.58
Spread: Spurs (-6.5)(market prob: 52%)
polymarket
2026-06-04
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58
Spread: Spurs (-4.5)(market prob: 59%)
polymarket
2026-06-04
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58
Spread: Spurs (-7.5)(market prob: 47%)
polymarket
2026-06-04
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.58
Spread: Spurs (-13.5)(market prob: 28%)
polymarket
2026-06-04
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58polymarket
2026-04-17
242_035
S&P will see massive reshuffling with huge winners; no company can project FCF beyond 5 years
Dave Blundin
Markets/Stocks50%
0.58manifold
2026-06-05
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.58manifold
2026-06-03
COD_SPC_007
NASA ESCAPADE arrives at Mars in fall 2027 after 2026 Earth gravity assist
Codex Research Pack
Space43%
0.58arxiv
2026-06-04
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%
0.58arxiv
2026-06-04
IND_013
General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future...
Jimmy Ba
AI79%
0.58arxiv
2026-06-04
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%
0.58arxiv
2026-06-04
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.58arxiv
2026-06-04
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.58arxiv
2026-06-04
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%
0.58arxiv
2026-06-04
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.58arxiv
2026-06-04
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.58arxiv
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%
0.58arxiv
2026-06-03
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%
0.58arxiv
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%
0.58arxiv
2026-06-03
236_036
Hyperinflation to solve debt problem in post-scarcity AI economy
Alex Wissner-Gross
Macro/Economy35%
0.58arxiv
2026-06-03
231_013
Math is cooked (will be solved), physics cooked, biology char broiled.
Alex Wissner-Gross
AI8%
0.58arxiv
2026-06-03
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%
0.58arxiv
2026-06-03
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.58
FDA NDA018569: FUROSEMIDE (FUROSEMIDE) — EPIC PHARMA LLC
fda
2026-06-02
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%
0.58github_release
2025-03-25
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.58polymarket
2026-06-01
244_008
If you build liquid supply with product-market fit, demand will show up
Dara Khosrowshahi
Other53%
0.58polymarket
2026-06-06
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.58polymarket
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%
0.58polymarket
2026-05-09
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58polymarket
2026-05-26
229_005
The global humanoid robotics industry will consolidate to far fewer than 10 players.
Brett Adcock
Robotics36%
0.58polymarket
2026-05-26
233_009
A motivational learning bundle with video game designers will be released in 2026.
Joe Liemandt
Education36%
0.58polymarket
2026-04-24
229_005
The global humanoid robotics industry will consolidate to far fewer than 10 players.
Brett Adcock
Robotics36%
0.58manifold
2026-06-06
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.58manifold
2026-06-06
242_033
Companies will race to 80% token spend / 20% salary; good by 2030-2032
Dave Blundin
Labor/Jobs49%
0.58manifold
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%
0.58manifold
2026-06-05
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.58polymarket
2026-02-16
231_018
Blitz will switch to next generation model in late March 2026.
Dave Blundin
AI30%
0.58polymarket
2026-01-05
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58manifold
2026-06-07
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58manifold
2026-06-06
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%
0.58github_release
2021-11-15
CMQ_044
Future data-center architectures optimized for agentic workflows may require 1:2 or even 2:1 CPU-to-GPU ratio (vs historical 1:12) to prevent GPU idle-waiting.
Morgan Stanley
AI/Compute65%
0.58github_release
2021-07-23
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%
0.58arxiv
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%
0.58arxiv
2026-06-05
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.58arxiv
2026-06-05
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%
0.58arxiv
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%
0.58arxiv
2026-06-05
ROB_013
Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g...
Jimmy Ba
Robotics62%
0.58arxiv
2026-06-05
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%
0.58arxiv
2026-06-05
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.58arxiv
2026-06-05
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%
0.58arxiv
2026-06-05
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.58arxiv
2026-06-05
AUT_013
'Unsupervised' Tesla Robotaxis will achieve operational capability across 25-50% of the United States by end of 2026 — initial production slow but deployment scales to capture multi-trillion-dollar transportation market. Humanoid robots (Optimus) event...
Elon Musk
Auto/Transport15%
0.58github_release
2019-09-10
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%
0.58polymarket
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%
0.58polymarket
2026-06-08
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.58
Spread: Spurs (-1.5)(market prob: 44%)
polymarket
2026-06-06
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.58polymarket
2026-06-07
247_042
Professional Robotics League first US match on April 19, 2026 in Boston
Alex Wissner-Gross
Robotics65%
0.58
Nanterre vs. Monaco(market prob: 0%)
polymarket
2026-06-06
246_006
OpenAI will IPO by end of 2026, Anthropic early-to-mid 2027 (may try end of 2026).
Peter Diamandis
Markets/Stocks45%
0.58manifold
2026-06-08
246_004
SpaceX will come out at $2T and run up very quickly to $3T.
Peter Diamandis
Markets/Stocks50%
0.58manifold
2026-06-08
TK10
$100T Sovereign Debt Crisis
12%
0.58manifold
2026-06-08
233_009
A motivational learning bundle with video game designers will be released in 2026.
Joe Liemandt
Education36%
0.58edgar_8k
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%
0.58edgar_8k
2026-06-08
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%
0.58
FDA ANDA202778: DOXYCYCLINE (DOXYCYCLINE) — STRIDES PHARMA
fda
2026-05-27
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%
0.58polymarket
2026-02-16
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58polymarket
2026-06-03
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.58polymarket
2026-06-09
SEM_015
Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.
Jensen Huang
Policy/Semis66%
0.58polymarket
2026-05-21
229_005
The global humanoid robotics industry will consolidate to far fewer than 10 players.
Brett Adcock
Robotics36%
0.58polymarket
2026-05-21
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.58polymarket
2026-06-04
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58polymarket
2026-06-08
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.58arxiv
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%
0.58arxiv
2026-06-08
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%
0.58arxiv
2026-06-08
AUT_002
Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological...
Alex Wissner-Gross
AI59%
0.58arxiv
2026-06-08
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%
0.58arxiv
2026-06-08
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.58arxiv
2026-06-08
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%
0.58arxiv
2026-06-08
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%
0.58arxiv
2026-06-07
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%
0.58arxiv
2026-06-08
247_050
Virtual cell achievable through classical scaling without quantum computing
Alex Wissner-Gross
Biotech/Longevity44%
0.58arxiv
2026-06-08
231_004
The solution wavefront will spread from math/coding to physics, chemistry, and other fields.
Alex Wissner-Gross
AI40%
0.58arxiv
2026-06-07
231_004
The solution wavefront will spread from math/coding to physics, chemistry, and other fields.
Alex Wissner-Gross
AI40%
0.58polymarket
2026-03-30
241_017
Equivalent of ~60 nuclear plants needed by 2030 but essentially zero being built
Eric Schmidt
Energy50%
0.58polymarket
2026-03-30
241_036
No frontier AI company will emerge in Russia due to war
Eric Schmidt
AI51%
0.58polymarket
2026-06-09
247_042
Professional Robotics League first US match on April 19, 2026 in Boston
Alex Wissner-Gross
Robotics65%
0.58polymarket
2026-02-09
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58polymarket
2026-06-08
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.58polymarket
2026-06-09
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58polymarket
2026-06-09
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.58manifold
2026-06-10
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.58manifold
2026-06-10
229_021
In 2027, Figure will be on the path to ship robots into users' homes and iterate.
Brett Adcock
Robotics14%
0.58arxiv
2026-06-09
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%
0.58arxiv
2026-06-09
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%
0.58arxiv
2026-06-09
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%
0.58arxiv
2026-06-09
231_004
The solution wavefront will spread from math/coding to physics, chemistry, and other fields.
Alex Wissner-Gross
AI40%
0.58arxiv
2026-06-08
231_047
Solving physics with AI has very high likelihood in next 2 years.
Alex Wissner-Gross
AI43%
0.58arxiv
2026-06-08
231_004
The solution wavefront will spread from math/coding to physics, chemistry, and other fields.
Alex Wissner-Gross
AI40%
0.58
FDA ANDA077132: RISEDRONATE SODIUM (RISEDRONATE SODIUM) — TEVA PHARMS USA
fda
2026-06-08
233_019
Alpha plans to conduct a million-student pharmaceutical-grade randomized control trial on Timeback.
Joe Liemandt
Education35%
0.58
FDA ANDA217873: SUCCINYLCHOLINE CHLORIDE (SUCCINYLCHOLINE CHLORIDE) — STERISCIENCE
fda
2026-06-08
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.58
FDA ANDA209829: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — ZYDUS PHARMS
fda
2026-06-05
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%
0.58
FDA ANDA220458: TOFACITINIB CITRATE (TOFACITINIB CITRATE) — APOTEX
fda
2026-06-03
233_019
Alpha plans to conduct a million-student pharmaceutical-grade randomized control trial on Timeback.
Joe Liemandt
Education35%
0.58polymarket
2026-01-02
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58polymarket
2026-05-31
240_009
Government will intervene if NVIDIA does 10-year forward contract locking up TSMC
Dave Blundin
Geopolitics45%
0.58polymarket
2026-05-21
229_025
Competitors that can match Figure's current capabilities are at least two years behind.
Brett Adcock
Robotics46%
0.58polymarket
2026-05-21
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.58polymarket
2026-06-11
241_027
China will win low-end robotic hardware race
Eric Schmidt
Robotics49%
0.58polymarket
2026-06-09
235_007
AI regulation window is this calendar year 2026 before chaos breaks out.
Dave Blundin
Geopolitics45%
0.58polymarket
2026-05-25
235_006
By end of 2026 AI will enable creating any virus or nuclear weapon via AI agent.
Dave Blundin
AI50%
0.58polymarket
2026-05-25
240_045
White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer)
Alex Wissner-Gross
Geopolitics39%
0.58manifold
2026-06-11
240_045
White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer)
Alex Wissner-Gross
Geopolitics39%
0.58edgar_8k
2026-06-10
246_035
Terafab pilot phase is $25B, yielding ~$4B/year revenue for Intel.
Peter Diamandis
AI39%
0.58arxiv
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%
0.58arxiv
2026-06-10
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.58arxiv
2026-06-10
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.58arxiv
2026-06-10
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%
0.58arxiv
2026-06-10
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.58arxiv
2026-06-10
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%
0.58arxiv
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%
0.58arxiv
2026-06-10
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%
0.58arxiv
2026-06-10
232_060
We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto.
Alex Wissner-Gross
AI44%
0.58arxiv
2026-06-10
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%
0.58arxiv
2026-06-09
CMQ_058
Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency.
Alex Finn
AI/Compute59%
0.58arxiv
2026-06-09
CYB_020
Starlink expansion — navigating regulatory regimes like India's IN-SPACe approvals — establishes a ubiquitous, high-bandwidth data canopy essential for routing planetary-scale AI agent communications without terrestrial fiber-optic latency.
Gwynne Shotwell
Space65%
0.58arxiv
2026-06-10
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%
0.58arxiv
2026-06-10
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%
0.58arxiv
2026-06-10
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.58
FDA BLA761369: HYMPAVZI (MARSTACIMAB-HNCQ) — PFIZER INC
fda
2026-06-05
233_019
Alpha plans to conduct a million-student pharmaceutical-grade randomized control trial on Timeback.
Joe Liemandt
Education35%
0.58
FDA BLA761369: HYMPAVZI (MARSTACIMAB-HNCQ) — PFIZER INC
fda
2026-06-05
COD_BIO_002
An AI-designed Isomorphic or peer drug enters or completes Phase 1 by end 2027
Codex Research Pack
Biotech/Longevity50%
0.58
FDA ANDA210692: ATOVAQUONE (ATOVAQUONE) — HETERO LABS LTD III
fda
2026-06-08
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%
0.58github_release
2025-11-21
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.58github_release
2025-11-14
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.58
Spread: Switzerland (-1.5)(market prob: 56%)
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%
0.58polymarket
2026-06-11
240_045
White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer)
Alex Wissner-Gross
Geopolitics39%
0.58polymarket
2026-06-11
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%
0.58polymarket
2026-05-21
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.58polymarket
2025-12-05
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.58polymarket
2026-05-21
TK06
China-Taiwan Military Conflict
8%
0.58polymarket
2026-06-11
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%
0.58polymarket
2026-06-06
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58manifold
2026-06-12
CMQ_004
AGI-like models matching or outperforming human experts across most professional domains could arrive as early as 2026-2027.
Dario Amodei
AI28%
0.58edgar_8k
2026-06-12
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%
0.58edgar_8k
2026-06-12
244_012
Uber will monetize its Didi stake at some point
Dara Khosrowshahi
Markets/Stocks41%
0.58arxiv
2026-06-11
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.58arxiv
2026-06-10
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%
0.58arxiv
2026-06-11
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%
0.58arxiv
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%
0.58arxiv
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%
0.58arxiv
2026-06-10
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.58arxiv
2026-06-11
241_024
Heat dissipation and radiation issues in space data centers will be addressed
Eric Schmidt
Space54%
0.58arxiv
2026-06-10
231_004
The solution wavefront will spread from math/coding to physics, chemistry, and other fields.
Alex Wissner-Gross
AI40%
0.58
FDA ANDA216410: GALLIUM GA 68 GOZETOTIDE (GALLIUM GA-68 GOZETOTIDE) — RADIOMEDIX
fda
2026-06-08
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.58
FDA ANDA207825: DOXYLAMINE SUCCINATE AND PYRIDOXINE HYDROCHLORIDE (DOXYLAMINE SUCCINATE) — PHARMOBEDIENT
fda
2026-06-10
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.58polymarket
2026-06-09
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.58polymarket
2026-06-13
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%
0.58polymarket
2026-04-24
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.58
Games Total: O/U 2.5(market prob: 100%)
polymarket
2026-06-12
237_017
The entire SaaS market is going to zero because features can be rebuilt in five minutes with agents.
Alex Finn
Markets/Stocks45%
0.58polymarket
2026-06-09
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.58manifold
2026-06-13
238_005
By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly free
Alex Wissner-Gross
AI39%
0.58
FDA ANDA204949: AZACITIDINE (AZACITIDINE) — PHARMOBEDIENT
fda
2026-06-09
233_019
Alpha plans to conduct a million-student pharmaceutical-grade randomized control trial on Timeback.
Joe Liemandt
Education35%
0.58polymarket
2026-06-08
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58polymarket
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%
0.58
O/U 1.5 Rounds(market prob: 59%)
polymarket
2026-05-25
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.58
O/U 1.5 Rounds(market prob: 59%)
polymarket
2026-05-25
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58polymarket
2026-06-09
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.58
France vs. Senegal: O/U 2.5(market prob: 51%)
polymarket
2026-05-21
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58polymarket
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%
0.58polymarket
2026-04-24
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.58polymarket
2026-04-24
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.58manifold
2026-06-15
SEM_021
Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs.
Dave Blundin
AI/China45%
0.58github_release
2020-03-08
248_032
First-generation neural uploads will be destructive; 2nd-4th generation will be non-destructive.
Alex Wissner-Gross
Biotech/Longevity42%
0.58polymarket
2026-06-15
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%
0.58
Spread: Argentina (-2.5)(market prob: 21%)
polymarket
2026-05-21
247_010
Anthropic will beat OpenAI in valuation trajectory
Dave Blundin
AI40%
0.58polymarket
2026-06-15
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%
0.58
Spread: Athletics (-1.5)(market prob: 41%)
polymarket
2026-06-15
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%