Validations Queue

94,964 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 274 of 441, 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
0.60arxiv
2026-06-09
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%
0.60arxiv
2026-06-09
S_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
robotaxi_deployment30%
0.60arxiv
2026-06-09
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%
0.60
FDA ANDA214470: HALOPERIDOL (HALOPERIDOL) — ALEMBIC
fda
2026-06-04
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60github_release
2020-04-28
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%
0.60polymarket
2026-01-02
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.60polymarket
2026-05-21
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.60polymarket
2026-04-06
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.60polymarket
2026-05-21
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60polymarket
2026-04-06
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.60polymarket
2026-06-02
242_035
S&P will see massive reshuffling with huge winners; no company can project FCF beyond 5 years
Dave Blundin
Markets/Stocks50%
0.60manifold
2026-06-11
238_061
Massive social unrest / trough in 2026-2027, rebound in 2028
Dave Blundin
Macro/Economy50%
0.60manifold
2026-06-11
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.60manifold
2026-06-11
247_010
Anthropic will beat OpenAI in valuation trajectory
Dave Blundin
AI40%
0.60arxiv
2026-06-10
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.60arxiv
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%
0.60arxiv
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%
0.60arxiv
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%
0.60arxiv
2026-06-10
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.60arxiv
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%
0.60arxiv
2026-06-09
FUT_003
Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m...
Superforecaster Community
AI100%
0.60arxiv
2026-06-10
231_004
The solution wavefront will spread from math/coding to physics, chemistry, and other fields.
Alex Wissner-Gross
AI40%
0.60github_release
2026-06-08
242_051
Dyson swarm compute infrastructure will be realized in a few years
Alex Wissner-Gross
Space37%
0.60github_release
2026-02-17
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.60github_release
2025-11-21
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.60github_release
2025-11-21
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.60github_release
2025-10-24
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.60github_release
2025-10-09
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.60github_release
2025-09-16
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.60polymarket
2026-04-13
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.60polymarket
2026-04-13
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%
0.60polymarket
2026-02-18
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60polymarket
2025-11-20
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60polymarket
2026-05-21
TK10
$100T Sovereign Debt Crisis
12%
0.60polymarket
2025-07-08
238_061
Massive social unrest / trough in 2026-2027, rebound in 2028
Dave Blundin
Macro/Economy50%
0.60polymarket
2026-06-11
242_035
S&P will see massive reshuffling with huge winners; no company can project FCF beyond 5 years
Dave Blundin
Markets/Stocks50%
0.60manifold
2026-06-12
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.60manifold
2026-06-12
234_036
Job displacement will be issue 6-10 not top 5 in 10 years; AI discoveries will dominate
Alex Wissner-Gross
Labor/Jobs29%
0.60edgar_8k
2026-06-12
S_HUMANOID_ENTERPRISE_2028
Humanoid R2: 100K+ enterprise by Nov 2028
humanoid_deployment50%
0.60arxiv
2026-06-11
240_033
AI will compress decades of research into years, months, weeks
Salim Ismail
AI42%
0.60arxiv
2026-06-11
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.60arxiv
2026-06-11
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.60arxiv
2026-06-11
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%
0.60arxiv
2026-06-11
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.60arxiv
2026-06-11
238_022
From here forward, training data will be synthetic (pre-training era of human internet data is over)
Alex Wissner-Gross
AI39%
0.60arxiv
2026-06-11
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%
0.60arxiv
2026-06-11
AI_036
Reinforcement Learning from Human Feedback (RLHF) will fail catastrophically when applied to superintelligence — because humans will be inherently incapable of evaluating the incomprehensible logic and actions of an ASI; therefore, aligning superintell...
Leopold Aschenbrenner
AI49%
0.60arxiv
2026-06-11
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.60arxiv
2026-06-10
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%
0.60arxiv
2026-06-10
SPC_025
Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics.
Leopold Aschenbrenner
AI64%
0.60arxiv
2026-06-11
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.60arxiv
2026-06-11
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%
0.60arxiv
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%
0.60arxiv
2026-06-11
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%
0.60arxiv
2026-06-11
231_004
The solution wavefront will spread from math/coding to physics, chemistry, and other fields.
Alex Wissner-Gross
AI40%
0.60arxiv
2026-06-10
ROB_004
By approximately 2027-2028, collaborative AI programs will essentially 'solve physics' — unifying general relativity and quantum mechanics into a new mathematical framework; the core mission of DeepMind is to 'first solve AI, then use AI to solve every...
Demis Hassabis
AI8%
0.60polymarket
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%
0.60polymarket
2025-12-05
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60polymarket
2026-06-10
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%
0.60github_release
2019-03-15
CMQ_027
The inference inflection has arrived — industry transitioning from training-dominated capex (2023-2025) to inference-dominated economics (2026+).
Jensen Huang
AI/Compute92%
0.60polymarket
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%
0.60polymarket
2026-04-06
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.60
Spread: Hurricanes (-1.5)(market prob: 32%)
polymarket
2026-06-12
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.60polymarket
2026-05-21
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.60polymarket
2025-12-05
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60polymarket
2026-04-06
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.60github_release
2024-02-22
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.60github_release
2023-05-10
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.60github_release
2022-04-28
248_032
First-generation neural uploads will be destructive; 2nd-4th generation will be non-destructive.
Alex Wissner-Gross
Biotech/Longevity42%
0.60github_release
2021-12-16
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.60polymarket
2026-04-06
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.60polymarket
2026-05-21
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%
0.60polymarket
2026-04-24
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60manifold
2026-06-16
234_014
We will see $100 trillion companies in the next 5-year period
Peter Diamandis
Markets/Stocks59%
0.60edgar_8k
2026-06-16
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.60arxiv
2026-06-15
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.60arxiv
2026-06-15
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%
0.60arxiv
2026-06-15
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%
0.60arxiv
2026-06-15
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%
0.60arxiv
2026-06-15
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%
0.60arxiv
2026-06-14
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%
0.60arxiv
2026-06-15
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%
0.60arxiv
2026-06-14
247_050
Virtual cell achievable through classical scaling without quantum computing
Alex Wissner-Gross
Biotech/Longevity44%
0.60arxiv
2026-06-14
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%
0.60arxiv
2026-06-14
FUT_020
Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m...
Multi-Forecaster Synthesis
Labor/Jobs45%
0.60arxiv
2026-06-15
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%
0.60arxiv
2026-06-14
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%
0.60arxiv
2026-06-14
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%
0.60
Ghana vs. Panama: O/U 2.5(market prob: 41%)
polymarket
2026-05-21
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60polymarket
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%
0.60
Ghana vs. Panama: O/U 3.5(market prob: 22%)
polymarket
2026-05-21
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60
Spread: Ghana (-1.5)(market prob: 19%)
polymarket
2026-05-21
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.60
Spread: Ghana (-2.5)(market prob: 7%)
polymarket
2026-05-21
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.60manifold
2026-06-17
241_027
China will win low-end robotic hardware race
Eric Schmidt
Robotics49%
0.60
Win by betting "yes"(market prob: 99%)
manifold
2026-06-16
244_033
Uber will take big bets on adjacent fields, some will fail
Dara Khosrowshahi
Markets/Stocks51%
0.60manifold
2026-06-16
240_052
Uploading consciousness (whole brain emulation) really will be you in the future
Alex Wissner-Gross
Biotech/Longevity41%
0.60arxiv
2026-06-16
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%
0.60arxiv
2026-06-16
238_070
Small language models will be where most algorithmic breakthroughs come from (crowdsourced)
Alex Wissner-Gross
AI42%
0.60arxiv
2026-06-16
IND_002
Educational systems must pivot from teaching skill acquisition and execution to teaching orchestration of agentic swarms and discovery of purpose — value accrues to individuals who master AI orchestration over traditional knowledge work; rendering trad...
Alex Finn
Education50%
0.60arxiv
2026-06-16
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%
0.60arxiv
2026-06-16
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%
0.60arxiv
2026-06-16
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%
0.60arxiv
2026-06-15
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.60arxiv
2026-06-15
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.60arxiv
2026-06-16
SPC_025
Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics.
Leopold Aschenbrenner
AI64%
0.60arxiv
2026-06-16
236_036
Hyperinflation to solve debt problem in post-scarcity AI economy
Alex Wissner-Gross
Macro/Economy35%
0.60
FDA ANDA208869: RUXOLITINIB (RUXOLITINIB) — APOTEX INC
fda
2026-06-09
COD_BIO_002
An AI-designed Isomorphic or peer drug enters or completes Phase 1 by end 2027
Codex Research Pack
Biotech/Longevity50%
0.60polymarket
2026-02-02
CMQ_027
The inference inflection has arrived — industry transitioning from training-dominated capex (2023-2025) to inference-dominated economics (2026+).
Jensen Huang
AI/Compute92%
0.60polymarket
2026-06-15
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.60polymarket
2026-06-12
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.60polymarket
2026-05-13
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%
0.60polymarket
2026-04-24
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60manifold
2026-06-18
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60arxiv
2026-06-17
CYB_012
'Recommendation poisoning' — deliberate corruption of the data lakes, training sets, and persistent memory banks that agents rely on for purchase/action decisions — emerges as the primary new cybersecurity-marketing vector, blurring the line between di...
Alex Finn
AI44%
0.60arxiv
2026-06-17
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%
0.60arxiv
2026-06-17
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%
0.60arxiv
2026-06-16
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.60arxiv
2026-06-17
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%
0.60arxiv
2026-06-17
CMQ_031
AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve.
Alex Wissner-Gross
AI/Compute42%
0.60arxiv
2026-06-17
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.60arxiv
2026-06-17
248_033
Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today.
Dave Blundin
AI37%
0.60arxiv
2026-06-16
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.60arxiv
2026-06-17
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%
0.60arxiv
2026-06-17
238_071
Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs
Alex Wissner-Gross
AI35%
0.60arxiv
2026-06-17
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%
0.60arxiv
2026-06-17
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%
0.60arxiv
2026-06-16
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.60polymarket
2026-05-05
236_003
Jobs will get whisked away in many firms in 2026
Andrew Yang
Labor/Jobs49%
0.60polymarket
2026-04-06
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.60
Brazil vs. Haiti: O/U 5.5(market prob: 19%)
polymarket
2026-05-21
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%
0.60polymarket
2025-12-16
236_011
Independent/third party presidential run possible in 2028 election
Andrew Yang
Geopolitics46%
0.60
Brazil vs. Haiti: O/U 4.5(market prob: 35%)
polymarket
2026-05-21
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%
0.60polymarket
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%
0.60polymarket
2026-04-24
FUT_012
Two-thirds of world's nations reaching tipping point 2026-2031 where building new renewable capacity is strictly cheaper than operating existing fully-depreciated coal/natural gas facilities — achieved completely independent of government subsidies. De...
Ramez Naam
Energy45%
0.60manifold
2026-06-19
SEM_025
Morgan Stanley price target $250 for Nvidia — representing 32% upside from current levels.
Joseph Moore
Capital Markets55%
0.60manifold
2026-06-19
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.60arxiv
2026-06-18
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%
0.60arxiv
2026-06-18
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%
0.60arxiv
2026-06-18
AI_029
Blockchain provenance protocols will be increasingly applied to enterprise workflows to detect deepfakes and verify the authenticity of AI model outputs — positioning cryptographic content-authentication as a mandatory enterprise trust layer.
Morgan Stanley
AI57%
0.60arxiv
2026-06-18
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%
0.60arxiv
2026-06-17
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%
0.60arxiv
2026-06-18
AI_001
AI will surpass peak human intelligence across ALL economically valuable domains by 2030, extending the sequential maturation roadmap beyond 'independent researcher' (2028) into full-domain superintelligence.
Sam Altman
AI33%
0.60arxiv
2026-06-18
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%
0.60arxiv
2026-06-18
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.60arxiv
2026-06-18
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%
0.60arxiv
2026-06-18
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%
0.60arxiv
2026-06-17
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%
0.60arxiv
2026-06-17
231_004
The solution wavefront will spread from math/coding to physics, chemistry, and other fields.
Alex Wissner-Gross
AI40%
0.60polymarket
2025-12-05
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60polymarket
2026-06-09
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60polymarket
2026-06-01
S_IPO_TRILLION_2028
First $1T+ IPO in 2028
ipo_trillion_plus25%
0.60polymarket
2026-06-09
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60manifold
2026-06-19
235_032
Elon Musk predicted Optimus will be your surgeon in 3 years.
Elon Musk
Robotics16%
0.60polymarket
2026-04-06
246_006
OpenAI will IPO by end of 2026, Anthropic early-to-mid 2027 (may try end of 2026).
Peter Diamandis
Markets/Stocks45%
0.60polymarket
2026-04-06
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.60
Spread: France (-2.5)(market prob: 55%)
polymarket
2026-05-21
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.60polymarket
2026-06-20
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.60polymarket
2026-04-06
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.60polymarket
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%
0.60polymarket
2026-05-21
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%
0.60polymarket
2026-01-05
INF_068
2026 will be a watershed year for state and institutional Bitcoin accumulation — nations will drive a sustained Bitcoin shopping spree, formalizing digital assets as reserve infrastructure.
Michael Saylor
Crypto34%
0.60polymarket
2026-05-21
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%
0.60polymarket
2026-05-21
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%
0.60polymarket
2026-04-06
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60polymarket
2026-04-06
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.60polymarket
2026-04-27
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.60manifold
2026-06-23
TK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20%
0.60manifold
2026-06-22
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%
0.60arxiv
2026-06-22
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%
0.60arxiv
2026-06-22
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.60arxiv
2026-06-22
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%
0.60arxiv
2026-06-22
248_023
Ternary (sub-bit) parameter precision will be optimal for AI models.
Dave Blundin
AI50%
0.60arxiv
2026-06-22
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%
0.60arxiv
2026-06-22
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%
0.60arxiv
2026-06-21
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%
0.60arxiv
2026-06-22
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%
0.60arxiv
2026-06-22
S_ROBOTAXI_TESLA_2026
Tesla FSD unsupervised wide deployment by Nov 2026
robotaxi_deployment40%
0.60arxiv
2026-06-22
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%
0.60arxiv
2026-06-22
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.60arxiv
2026-06-22
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%
0.60arxiv
2026-06-21
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%
0.60arxiv
2026-06-22
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.60arxiv
2026-06-22
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%
0.60arxiv
2026-06-22
242_043
AI models will distill down to a few million parameters as end-state
Alex Wissner-Gross
AI35%
0.60
FDA ANDA208809: MORPHINE SULFATE (MORPHINE SULFATE) — HIKMA
fda
2026-06-18
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.60
FDA ANDA074951: BUTALBITAL, ASPIRIN, CAFFEINE, AND CODEINE PHOSPHATE (ASPIRIN) — STEVENS J
fda
2026-06-18
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.60polymarket
2026-04-06
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.60manifold
2026-06-24
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.60manifold
2026-06-24
243_027
Joby end-to-end eVTOL service in Abu Dhabi launching end of 2026
Dara Khosrowshahi
Auto/Transport43%
0.60arxiv
2026-06-23
CMQ_031
AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve.
Alex Wissner-Gross
AI/Compute42%
0.60arxiv
2026-06-23
232_007
TikTok wins as AI enables personalized, movie-quality content in many languages, taking over from movie industry.
Dave Blundin
Media/Ads45%
0.60arxiv
2026-06-23
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%
0.60arxiv
2026-06-23
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%
0.60arxiv
2026-06-23
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%
0.60arxiv
2026-06-23
AI_016
The 'cost of intelligence' collapse has officially superseded traditional Moore's Law dynamics — an AI experience curve enables bulk problem-solving across engineering, medicine, and mathematics at a fraction of historical compute costs.
Alex Wissner-Gross
AI82%
0.60arxiv
2026-06-23
233_021
AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing.
Joe Liemandt
AI39%
0.60arxiv
2026-06-22
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%
0.60arxiv
2026-06-23
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%
0.60arxiv
2026-06-23
231_004
The solution wavefront will spread from math/coding to physics, chemistry, and other fields.
Alex Wissner-Gross
AI40%
0.60
FDA ANDA213571: ISOTRETINOIN (ISOTRETINOIN) — UPSHER SMITH LABS
fda
2026-06-16
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%