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 356 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
2026-06-28
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%
0.58arxiv
2026-06-28
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.58arxiv
2026-06-28
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.58arxiv
2026-06-28
238_025
AI computer-use benchmarks (OSWorld, Tbench) have broken through human level
Emad Mostaque
AI45%
0.58arxiv
2026-06-29
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
2026-06-29
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%
0.58polymarket
2026-06-26
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
2026-06-27
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.58polymarket
2026-04-09
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58polymarket
2026-07-01
234_047
Agents will pervade verticals like journalism, law and finance as autonomous 24/7 services
Alex Wissner-Gross
AI40%
0.58polymarket
2026-05-12
241_027
China will win low-end robotic hardware race
Eric Schmidt
Robotics49%
0.58polymarket
2026-06-30
236_040
CEO will be last to go in AI wave of automation
Andrew Yang
Labor/Jobs42%
0.58manifold
2026-07-01
248_050
Opus 4.7 removes manual dials; prompts become the new hyperparameters.
Alex Wissner-Gross
AI45%
0.58edgar_8k
2026-07-01
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58arxiv
2026-06-30
232_007
TikTok wins as AI enables personalized, movie-quality content in many languages, taking over from movie industry.
Dave Blundin
Media/Ads45%
0.58arxiv
2026-06-30
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.58arxiv
2026-06-30
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.58arxiv
2026-06-30
233_021
AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing.
Joe Liemandt
AI39%
0.58arxiv
2026-06-30
INF_035
Advanced U.S. manufacturing capacity for 3D-printed liquid-cooling plates will scale rapidly — Fabric8Labs secured $50M (NEA + Intel Capital) specifically to address the AI-DC thermal bottleneck with electrochemically-deposited intricate cold-plate geo...
Fabric8Labs (NEA / Intel Capital funded)
Semis65%
0.58arxiv
2026-06-29
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
2026-06-28
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.58polymarket
2026-06-28
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
2026-05-13
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58polymarket
2026-05-13
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
2026-07-02
247_055
Acquisition of small specialized AI teams for hundreds of millions will become common
Dave Blundin
AI50%
0.58manifold
2026-07-01
231_005
Next year frontier reasoning costs will be pennies (down from ~$7 now).
Peter Diamandis
AI55%
0.58manifold
2026-07-01
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.58manifold
2026-07-01
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
2026-07-01
242_011
New non-lithography semiconductor techniques discovered within 1-2 years, manufactured at scale in 5-7 years
Dave Blundin
AI46%
0.58arxiv
2026-06-30
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%
0.58
FDA ANDA202419: DIVALPROEX SODIUM (DIVALPROEX SODIUM) — AUROBINDO PHARMA LTD
fda
2026-06-15
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.58
FDA ANDA091393: OXYCODONE HYDROCHLORIDE (OXYCODONE HYDROCHLORIDE) — AVANTHI INC
fda
2026-06-18
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.58polymarket
2025-06-19
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58polymarket
2026-04-22
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58polymarket
2026-04-22
FUT_002
Mean expert estimate for AGI collapsed from 50-year horizon to ~5 years over a 4-year window leading to mid-2020s — placing expected AGI arrival firmly in 2029-2031 window per Metaculus + 80000 Hours aggregate tracking; quantitative forecasters now ali...
Superforecaster Community
AI40%
0.58polymarket
2025-11-04
230_032
Near future will see multiple spheres of influence each independently locking itself in (geopolitically).
Alex Wissner-Gross
Geopolitics39%
0.58polymarket
2025-12-10
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%
0.58polymarket
2025-06-19
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.58polymarket
2025-12-10
232_052
Lowered interest rates will drive AI agent and robot purchases instead of hiring.
Peter Diamandis
Macro/Economy46%
0.58polymarket
2026-03-19
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58polymarket
2025-12-08
243_027
Joby end-to-end eVTOL service in Abu Dhabi launching end of 2026
Dara Khosrowshahi
Auto/Transport43%
0.58polymarket
2025-11-12
235_007
AI regulation window is this calendar year 2026 before chaos breaks out.
Dave Blundin
Geopolitics45%
0.58polymarket
2025-11-12
238_061
Massive social unrest / trough in 2026-2027, rebound in 2028
Dave Blundin
Macro/Economy50%
0.58polymarket
2025-07-21
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.58polymarket
2025-11-26
232_021
No chance AI will be paused in the next three years given current administration and China competition.
Dave Blundin
Geopolitics75%
0.58polymarket
2025-07-03
236_013
Democrats will no longer campaign in Iowa (DNC demoted Iowa)
Andrew Yang
Geopolitics50%
0.58polymarket
2026-03-06
242_037
China will land on the moon before end of 2030
China (government)
Space46%
0.58polymarket
2025-07-24
TK06
China-Taiwan Military Conflict
8%
0.58polymarket
2025-09-17
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58polymarket
2025-12-08
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58
Spread: Lightning (-1.5)(market prob: 36%)
polymarket
2026-04-28
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58polymarket
2026-04-29
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.58polymarket
2026-01-21
236_003
Jobs will get whisked away in many firms in 2026
Andrew Yang
Labor/Jobs49%
0.58polymarket
2026-01-21
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.58polymarket
2026-03-26
SEM_038
Digital superintelligence (smarter than any human at anything) will arrive as early as 2025 or 2026.
Elon Musk
AI/AGI19%
0.58polymarket
2025-07-02
242_037
China will land on the moon before end of 2030
China (government)
Space46%
0.58manifold
2026-04-29
232_021
No chance AI will be paused in the next three years given current administration and China competition.
Dave Blundin
Geopolitics75%
0.58manifold
2026-04-28
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.58manifold
2026-04-28
244_033
Uber will take big bets on adjacent fields, some will fail
Dara Khosrowshahi
Markets/Stocks51%
0.58manifold
2026-04-28
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.58manifold
2026-04-28
238_061
Massive social unrest / trough in 2026-2027, rebound in 2028
Dave Blundin
Macro/Economy50%
0.58manifold
2026-04-27
247_018
First version of social contract will be politicians writing checks in next election
Dave Blundin
Macro/Economy46%
0.58manifold
2026-04-26
244_033
Uber will take big bets on adjacent fields, some will fail
Dara Khosrowshahi
Markets/Stocks51%
0.58manifold
2026-04-25
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.58manifold
2026-04-24
231_008
AI discoveries of past errors will topple some Nobel prizes.
Peter Diamandis
AI50%
0.58manifold
2026-04-23
230_034
Abundance will be achieved by 2035.
Peter Diamandis
Macro/Economy41%
0.58manifold
2026-04-23
CMQ_034
HBM will remain in structural shortage through at least 2027 — shortage extends multi-year despite aggressive fab expansion.
Morgan Stanley
Semis/Memory84%
0.58polymarket
2025-09-17
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.58polymarket
2025-12-08
242_010
By end of 2026, a full GPU will be able to do brain surgery or discover new math/physics
Dave Blundin
AI50%
0.58polymarket
2025-12-08
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%
0.58gdelt
2026-04-30
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%
0.58gdelt
2026-04-30
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.58gdelt
2026-04-30
238_048
US must find 100 GW of new power or lose AI race to China (cited from Eric Schmidt)
Eric Schmidt
Geopolitics45%
0.58
gdelt
2026-04-30
TK10
$100T Sovereign Debt Crisis
12%
0.58
gdelt
2026-04-30
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.58gdelt
2026-04-30
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.58
gdelt
2026-04-30
TK07
Labor Political Backlash (UBI Mandate / AI Tax)
18%
0.58gdelt
2026-04-30
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%
0.58gdelt
2026-04-30
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.58gdelt
2026-04-30
235_001
Anthropic will be first company to hit $1 trillion in revenue by 2029-2030.
Dave Blundin
AI46%
0.58gdelt
2026-04-30
TK10
$100T Sovereign Debt Crisis
12%
0.58gdelt
2026-04-30
242_037
China will land on the moon before end of 2030
China (government)
Space46%
0.58gdelt
2026-04-30
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58
Stars vs. Wild(market prob: 47%)
polymarket
2026-04-29
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.58polymarket
2026-04-30
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
2025-12-08
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
2025-12-06
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
2025-07-02
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.58polymarket
2025-07-08
S_AI_PAUSE_2027
AI pause beginning 2027
ai_regulatory_pause10%
0.58polymarket
2025-07-10
247_025
Super PACs will determine election outcomes at order of magnitude bigger than before
Dave Blundin
Geopolitics42%
0.58manifold
2026-04-30
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.58manifold
2026-04-30
244_033
Uber will take big bets on adjacent fields, some will fail
Dara Khosrowshahi
Markets/Stocks51%
0.58manifold
2026-04-25
229_021
In 2027, Figure will be on the path to ship robots into users' homes and iterate.
Brett Adcock
Robotics14%
0.58edgar_8k
2026-04-30
TK10
$100T Sovereign Debt Crisis
12%
0.58
Golden Knights vs. Utah(market prob: 51%)
polymarket
2026-04-29
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.58
Lightning vs. Canadiens(market prob: 53%)
polymarket
2026-04-29
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.58polymarket
2025-07-03
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
2025-12-06
241_027
China will win low-end robotic hardware race
Eric Schmidt
Robotics49%
0.58polymarket
2026-04-28
247_036
Google's Q-Day for quantum breaking RSA moved up to 2029
Google
AI46%
0.58polymarket
2025-11-14
S_AI_PAUSE_2027
AI pause beginning 2027
ai_regulatory_pause10%
0.58polymarket
2025-09-17
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.58polymarket
2025-12-06
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
2026-04-29
234_015
Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months
Peter Diamandis
Markets/Stocks41%
0.58polymarket
2025-12-08
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58manifold
2026-05-01
AUT_012
True AGI arrives 2030-2035 (5-10 years from 2026) based on advanced 'world model systems' — current LLM architecture insufficient for generalized autonomy due to lack of temporal consistency and deep reasoning; world models inherently understand/simula...
Demis Hassabis
AI38%
0.58polymarket
2026-04-05
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.58polymarket
2025-07-21
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.58
Netanyahu out by May 31?(market prob: 0%)
polymarket
2026-04-27
235_025
Nvidia's margins unsustainable; cracks in armor but all chips made will sell.
Dave Blundin
Markets/Stocks45%
0.58polymarket
2026-04-20
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
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58polymarket
2025-12-06
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.58polymarket
2026-01-04
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58manifold
2026-05-02
235_005
AI capability will grow 100x this year in raw parameter count as lower bound.
Dave Blundin
AI49%
0.58manifold
2026-05-02
233_006
Cost of AI tokens per student ($10k/year) will come down by a factor of 10 and move on-device.
Joe Liemandt
AI38%
0.58polymarket
2026-04-28
247_042
Professional Robotics League first US match on April 19, 2026 in Boston
Alex Wissner-Gross
Robotics65%
0.58polymarket
2026-04-22
242_010
By end of 2026, a full GPU will be able to do brain surgery or discover new math/physics
Dave Blundin
AI50%
0.58polymarket
2026-04-22
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58polymarket
2026-04-22
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58polymarket
2026-04-24
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.58manifold
2026-05-02
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.58
76ers vs. Knicks: O/U 213.5(market prob: 50%)
polymarket
2026-05-03
235_002
Anthropic will exceed OpenAI in revenue this year (2026).
Dave Blundin
AI75%
0.58polymarket
2026-04-29
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.58polymarket
2026-04-29
TK06
China-Taiwan Military Conflict
8%
0.58
76ers vs. Knicks: O/U 212.5(market prob: 53%)
polymarket
2026-05-03
235_002
Anthropic will exceed OpenAI in revenue this year (2026).
Dave Blundin
AI75%
0.58polymarket
2025-07-03
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.58manifold
2026-05-04
INF_048
Global data-center energy demand will reach approximately 945 Terawatt-hours by 2030 — a roughly 175% increase from 2023 levels — requiring complete grid overhauls in major markets.
IEA
Energy48%
0.58manifold
2026-05-04
242_006
Terafab will reach 70% of TSMC's output
Peter Diamandis
AI45%
0.58manifold
2026-05-04
SEM_018
SMIC (China) projected at only 100,000 wafers/month of advanced-process capacity by 2026 — severe constraint forcing algorithmic bypasses.
SMIC (All-In Podcast analysis)
Semis47%
0.58manifold
2026-05-04
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.58manifold
2026-05-04
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.58manifold
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%
0.58polymarket
2026-05-02
231_018
Blitz will switch to next generation model in late March 2026.
Dave Blundin
AI30%
0.58polymarket
2026-04-16
FUT_009
Wars 2026-2031 pivot decisively from ideological struggles to brutal localized conflicts over critical physical inputs — specifically energy, copper, and agricultural fertilizers. Global geopolitical map fractures into highly regionalized spheres of in...
Peter Zeihan
Geopolitics42%
0.58polymarket
2026-05-02
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.58polymarket
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%
0.58edgar_8k
2026-05-05
TK10
$100T Sovereign Debt Crisis
12%
0.58edgar_8k
2026-05-05
SEM_028
Main characters for semi institutional portfolios: Nvidia, Broadcom, and high-growth connectivity firms like Astera Labs.
Joseph Moore
Capital Markets55%
0.58edgar_8k
2026-05-04
SEM_028
Main characters for semi institutional portfolios: Nvidia, Broadcom, and high-growth connectivity firms like Astera Labs.
Joseph Moore
Capital Markets55%
0.58
FDA ANDA205081: MILNACIPRAN HYDROCHLORIDE (MILNACIPRAN HYDROCHLORIDE) — AMNEAL PHARMS
fda
2026-04-14
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.58
FDA ANDA079162: TOPIRAMATE (TOPIRAMATE) — INVAGEN PHARMS
fda
2026-04-24
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 ANDA076781: ONDANSETRON HYDROCHLORIDE (ONDANSETRON HYDROCHLORIDE) — HIKMA FARMACEUTICA
fda
2026-04-08
233_019
Alpha plans to conduct a million-student pharmaceutical-grade randomized control trial on Timeback.
Joe Liemandt
Education35%
0.58
FDA ANDA220221: VERICIGUAT (VERICIGUAT) — TORRENT PHARMACEUTICALS LTD
fda
2026-04-20
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%
0.58
FDA ANDA220313: GLYCEROL PHENYLBUTYRATE (GLYCEROL PHENYLBUTYRATE) — AUROBINDO PHARMA
fda
2026-04-15
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
2025-11-24
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%
0.58github_release
2025-09-12
229_001
Figure will put robots on its own manufacturing lines (BotQ) this year to build robots.
Brett Adcock
Robotics39%
0.58github_release
2025-04-05
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.58github_release
2025-02-25
IND_005
Convergence of computational biology + AI-driven data modeling + CRISPR gene editing enables bringing back extinct species — Form Bio platform (spun out 2022) enables successful resurrection of woolly mammoth and Tasmanian tiger within the decade (by ~...
Ben Lamm
Biotech/Longevity33%
0.58github_release
2025-02-25
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.58github_release
2025-06-28
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.58github_release
2025-03-11
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.58github_release
2024-06-28
234_050
Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities
Alex Wissner-Gross
AI42%
0.58github_release
2023-08-31
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%
0.58github_release
2023-08-31
CMQ_027
The inference inflection has arrived — industry transitioning from training-dominated capex (2023-2025) to inference-dominated economics (2026+).
Jensen Huang
AI/Compute92%
0.58github_release
2024-10-29
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.58github_release
2023-12-15
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.58github_release
2022-08-05
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.58polymarket
2025-12-17
235_006
By end of 2026 AI will enable creating any virus or nuclear weapon via AI agent.
Dave Blundin
AI50%
0.58polymarket
2026-02-16
238_048
US must find 100 GW of new power or lose AI race to China (cited from Eric Schmidt)
Eric Schmidt
Geopolitics45%
0.58polymarket
2026-04-20
241_036
No frontier AI company will emerge in Russia due to war
Eric Schmidt
AI51%
0.58manifold
2026-05-05
INF_047
2026 US GDP growth will land in a robust 4.6%–6.2% range — driven primarily by AI-driven productivity gains and massive physical-infrastructure capex.
Chamath Palihapitiya
Macro/Economy31%
0.58arxiv
2026-05-05
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
2026-05-04
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%
0.58arxiv
2026-05-05
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
2026-05-05
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%
0.58arxiv
2026-05-04
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.58arxiv
2026-05-04
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
2026-05-04
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
2026-05-05
AUT_003
'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch...
Andrej Karpathy
AI87%
0.58arxiv
2026-05-05
241_019
AI scaling laws have not hit an asymptote yet
Eric Schmidt
AI51%
0.58
FDA NDA214120: ONUREG (AZACITIDINE) — BRISTOL
fda
2026-04-09
COD_BIO_002
An AI-designed Isomorphic or peer drug enters or completes Phase 1 by end 2027
Codex Research Pack
Biotech/Longevity50%
0.58
FDA NDA215833: PLUVICTO (LUTETIUM LU-177 VIPIVOTIDE TETRAXETAN) — NOVARTIS
fda
2026-04-07
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%
0.58
FDA NDA216718: SKYCLARYS (OMAVELOXOLONE) — BIOGEN US
fda
2026-04-07
IND_012
NVIDIA BioNeMo platform + Evo 2 model fundamentally compresses a century of biology into a decade — Evo 2 achieves 90% accuracy in BRCA1 predictions; AI models will seamlessly transition generated biological designs into practical, synthesized clinical...
Jensen Huang
Biotech/Longevity68%
0.58
FDA BLA761055: DUPIXENT (DUPILUMAB) — REGENERON PHARMACEUTICALS
fda
2026-04-22
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
2026-03-23
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.58github_release
2026-01-18
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.58polymarket
2026-04-27
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
2026-05-04
240_009
Government will intervene if NVIDIA does 10-year forward contract locking up TSMC
Dave Blundin
Geopolitics45%
0.58polymarket
2026-04-27
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
2026-04-28
231_032
Everyone (China included) will want their own Dyson swarms/Saturnian rings in solar-synchronous orbit.
Alex Wissner-Gross
Space31%
0.58manifold
2026-05-07
SEM_035
World-class, AI-based mathematicians will emerge within a single year (by ~early 2027).
Eric Schmidt
AI/Cognition45%
0.58manifold
2026-05-07
SPC_028
Ismail and Blundin forecast widespread corporate collapses in 2025-2026 for traditional institutions failing to integrate agentic models — massive job displacement of over 1.1 million knowledge workers as AI automates their roles.
Salim Ismail
Labor/Jobs37%
0.58
FDA ANDA091541: LOSARTAN POTASSIUM (LOSARTAN POTASSIUM) — MICRO LABS
fda
2026-04-10
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%
0.58
FDA BLA761328: BEYFORTUS (NIRSEVIMAB-ALIP) — ASTRAZENECA AB
fda
2026-04-07
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%
0.58
FDA ANDA207974: FINGOLIMOD HYDROCHLORIDE (FINGOLIMOD HYDROCHLORIDE) — ALEMBIC
fda
2026-04-24
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.58github_release
2024-10-30
CYB_003
Localized, ungoverned multi-agent networks will spontaneously generate their own social networks, governance manifestos, debated ethics, and closed-loop digital economies — exemplified by the Moltbook platform in early 2026 where 150,000+ autonomous AI...
Alex Finn
AI55%
0.58github_release
2026-03-03
S_HUMANOID_ENTERPRISE_2028
Humanoid R2: 100K+ enterprise by Nov 2028
humanoid_deployment50%
0.58github_release
2018-03-01
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%
0.58github_release
2023-02-08
242_044
Base AI models becoming commodity; value migrates up the stack
Alex Wissner-Gross
AI35%
0.58polymarket
2026-05-06
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
2026-04-26
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.58polymarket
2026-05-03
247_042
Professional Robotics League first US match on April 19, 2026 in Boston
Alex Wissner-Gross
Robotics65%
0.58polymarket
2026-04-26
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.58polymarket
2026-04-26
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
2026-05-07
235_005
AI capability will grow 100x this year in raw parameter count as lower bound.
Dave Blundin
AI49%
0.58arxiv
2026-05-07
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%
0.58arxiv
2026-05-07
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
2026-05-07
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%
0.58arxiv
2026-05-07
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.58arxiv
2026-05-07
ROB_025
Genomic prediction will be entirely revolutionized by high-throughput phenotyping — utilizing swarms of drones and physical robots to collect orders of magnitude more trait information than historically possible by human scientists; Bayesian optimizati...
Peter Dannenberg
Biotech/Longevity70%
0.58arxiv
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%