Validations Queue

101,098 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 345 of 469, 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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Confirm or label (corroborates / contradicts) all unreviewed links above a similarity threshold in one transaction. Each affected row writes a per-link audit_log entry. Capped at 1,000 links per call. Use Preview first.

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SimDocSourcePredDomainPrior
0.59arxiv
2026-06-17
236_028
AI chatbot/AI romance trend growing unfortunately
Andrew Yang
Consumer51%
0.59arxiv
2026-06-17
240_013
Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs
Sam Altman
AI41%
0.59arxiv
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%
0.59arxiv
2026-06-17
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.59arxiv
2026-06-17
ROB_027
The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ...
Nick Bostrom
AI40%
0.59arxiv
2026-06-16
240_033
AI will compress decades of research into years, months, weeks
Salim Ismail
AI42%
0.59arxiv
2026-06-17
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%
0.59arxiv
2026-06-17
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.59arxiv
2026-06-17
CMQ_056
Small Language Model (SLM) optimizations and model-distillation techniques will enable localized humanoid reasoning with extreme power efficiency — embedded AI without cloud dependency.
Dario Amodei
AI/Compute19%
0.59arxiv
2026-06-17
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%
0.59arxiv
2026-06-16
234_041
50% probability fundamental physics could be solved in the next few years
Alex Wissner-Gross
Other39%
0.59github_release
2026-06-18
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.59polymarket
2026-06-15
CMQ_036
SK Hynix will maintain industry HBM lead, capturing >50% of NVIDIA's total HBM procurement (HBM3E + HBM4) throughout 2026.
Morgan Stanley
Semis/Memory68%
0.59polymarket
2026-06-15
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.59polymarket
2026-04-24
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59
Spread: Türkiye (-1.5)(market prob: 24%)
polymarket
2026-05-21
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59
Spread: Türkiye (-1.5)(market prob: 24%)
polymarket
2026-05-21
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59polymarket
2026-06-15
247_010
Anthropic will beat OpenAI in valuation trajectory
Dave Blundin
AI40%
0.59polymarket
2026-06-15
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59polymarket
2026-04-12
241_042
Post-tragedy, global leaders (US, China) will convene on AI governance
Eric Schmidt
Geopolitics44%
0.59polymarket
2026-01-07
234_035
Massive social unrest will come before the next US presidential election
Dave Blundin
Geopolitics50%
0.59polymarket
2026-06-05
236_012
An independent candidate will get outsized support in 2028 despite attacks
Andrew Yang
Geopolitics51%
0.59polymarket
2025-12-05
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59polymarket
2026-04-24
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59polymarket
2026-04-24
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59manifold
2026-06-19
INF_069
Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an...
Michael Saylor
Crypto15%
0.59arxiv
2026-06-18
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%
0.59arxiv
2026-06-18
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-18
SPC_017
Startups capable of cleaning, structuring, and validating multimodal data pipelines (video, telemetry, Earth-observation) will unlock enterprise value of space-based observations — unstructured multimodal data causes AI agent workflows to hallucinate o...
Jennifer Li
AI63%
0.59arxiv
2026-06-18
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%
0.59arxiv
2026-06-18
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.59arxiv
2026-06-18
INF_036
AI will develop a 'kinetic' edge where capital assets (drones, autonomous vehicles, agricultural robots, counter-intrusion systems) become software endpoints — requiring a bifurcated networking architecture: massive sovereign hyperscale DCs for trainin...
Dara Khosrowshahi
AI61%
0.59arxiv
2026-06-18
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%
0.59arxiv
2026-06-18
FUT_020
Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m...
Multi-Forecaster Synthesis
Labor/Jobs45%
0.59arxiv
2026-06-18
AUT_002
Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological...
Alex Wissner-Gross
AI59%
0.59arxiv
2026-06-18
FUT_003
Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m...
Superforecaster Community
AI100%
0.59arxiv
2026-06-18
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.59arxiv
2026-06-17
231_019
Feynman Grand Prize for nanotech (Drexlerian assemblers) could be solved in next 2-3 years.
Alex Wissner-Gross
Other39%
0.59arxiv
2026-06-17
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-18
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%
0.59arxiv
2026-06-18
AUT_003
'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch...
Andrej Karpathy
AI87%
0.59arxiv
2026-06-17
240_013
Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs
Sam Altman
AI41%
0.59arxiv
2026-06-18
248_037
State data-center moratoriums will accelerate Dyson-swarm / orbital compute innovation due to constriction.
Alex Wissner-Gross
AI14%
0.59
FDA NDA206473: LINEZOLID IN SODIUM CHLORIDE 0.9% IN PLASTIC CONTAINER (LINEZOLID) — HOSPIRA
fda
2026-06-09
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.59polymarket
2026-03-27
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59
Games Total: O/U 2.5(market prob: 100%)
polymarket
2026-06-19
CMQ_041
Reallocation of foundry real estate toward high-margin HBM leaves severe unaddressed supply shortage for traditional consumer-grade DRAM — bifurcation of global memory market.
Morgan Stanley
Semis/Memory71%
0.59polymarket
2026-01-21
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59polymarket
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%
0.59polymarket
2026-05-21
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.59polymarket
2026-06-09
229_025
Competitors that can match Figure's current capabilities are at least two years behind.
Brett Adcock
Robotics46%
0.59polymarket
2026-06-10
ROB_009
External sales of Tesla Optimus will commence in 2026 at approximately $30,000 retail price — a $30K capital expenditure for a 24/7-capable machine represents a 36-week payback period vs the lowest US minimum wage; fundamentally alters the mathematics ...
Elon Musk
Robotics18%
0.59polymarket
2026-04-20
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59
Spread: France (-2.5)(market prob: 55%)
polymarket
2026-05-21
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.59
Spread: England (-1.5)(market prob: 57%)
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%
0.59polymarket
2025-12-05
246_023
Grok 5 release ~20% probability for Q2 2026 per PolyMarket.
PolyMarket
AI43%
0.59polymarket
2026-06-10
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%
0.59polymarket
2026-06-09
229_025
Competitors that can match Figure's current capabilities are at least two years behind.
Brett Adcock
Robotics46%
0.59polymarket
2026-02-18
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.59
Spread: Colombia (-1.5)(market prob: 36%)
polymarket
2026-05-21
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59
Spread: Netherlands (-2.5)(market prob: 49%)
polymarket
2026-05-21
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59polymarket
2026-05-21
229_025
Competitors that can match Figure's current capabilities are at least two years behind.
Brett Adcock
Robotics46%
0.59polymarket
2026-01-02
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.59polymarket
2026-01-02
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59polymarket
2025-11-18
235_007
AI regulation window is this calendar year 2026 before chaos breaks out.
Dave Blundin
Geopolitics45%
0.59
Norway vs. France: O/U 2.5(market prob: 57%)
polymarket
2026-05-21
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.59arxiv
2026-06-22
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%
0.59arxiv
2026-06-21
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%
0.59arxiv
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%
0.59arxiv
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%
0.59arxiv
2026-06-22
CMQ_009
Altman's claim of doctor-level AI diagnostic capability within 2-3 years is 'pure nonsense' — fails to account for medical communication, diagnostic uncertainty, and ethical complexity.
Demis Hassabis
AI60%
0.59arxiv
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%
0.59arxiv
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%
0.59arxiv
2026-06-22
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%
0.59arxiv
2026-06-22
AUT_003
'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch...
Andrej Karpathy
AI87%
0.59arxiv
2026-06-21
FUT_003
Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m...
Superforecaster Community
AI100%
0.59arxiv
2026-06-22
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%
0.59arxiv
2026-06-21
SEM_033
AI is gaining the capability to autonomously conduct original physics research (e.g., GPT-5.2 Pro proved new gluon scattering formulas).
Alex Wissner-Gross
AI/Physics56%
0.59
FDA ANDA207333: OXYCODONE AND ACETAMINOPHEN (ACETAMINOPHEN) — LANNETT CO 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%
0.59github_release
2026-04-06
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.59polymarket
2026-03-26
247_042
Professional Robotics League first US match on April 19, 2026 in Boston
Alex Wissner-Gross
Robotics65%
0.59polymarket
2026-06-23
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%
0.59
Japan vs. Sweden: O/U 2.5(market prob: 50%)
polymarket
2026-05-21
229_025
Competitors that can match Figure's current capabilities are at least two years behind.
Brett Adcock
Robotics46%
0.59polymarket
2026-06-23
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%
0.59manifold
2026-06-24
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59manifold
2026-06-24
COD_ROB_002
1X ships first paid NEO Early Access units to US homes in 2026
Codex Research Pack
Robotics27%
0.59arxiv
2026-06-23
CMQ_058
Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency.
Alex Finn
AI/Compute59%
0.59arxiv
2026-06-23
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%
0.59arxiv
2026-06-23
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%
0.59arxiv
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%
0.59arxiv
2026-06-23
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-22
ROB_007
The technology sector is crossing a $1 trillion computing inflection point transitioning from retrieval to reasoning/agentic AI — however the subsequent wave, 'Physical AI' for industrial and robotics applications, represents a vastly larger $50 trilli...
Jensen Huang
Robotics41%
0.59arxiv
2026-06-23
CMQ_055
Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes.
Brett Adcock
Robotics29%
0.59arxiv
2026-06-23
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-23
ROB_013
Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g...
Jimmy Ba
Robotics62%
0.59arxiv
2026-06-23
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.59
FDA ANDA207510: OXYCODONE AND ACETAMINOPHEN (ACETAMINOPHEN) — WES PHARMA INC
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%
0.59polymarket
2026-06-22
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59
Spread: Netherlands (-1.5)(market prob: 74%)
polymarket
2026-05-21
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59polymarket
2026-06-07
246_020
China will land on moon by 2030 (credible competitive mission).
Alex Wissner-Gross
Geopolitics20%
0.59polymarket
2026-06-22
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.59
Spread: Netherlands (-3.5)(market prob: 28%)
polymarket
2026-06-17
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59polymarket
2026-06-09
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.59polymarket
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%
0.59manifold
2026-06-25
INF_065
Uber has committed an initial $100 million specifically to develop EV charging infrastructure tailored for robotaxis in major urban centers — starting with Los Angeles, the San Francisco Bay Area, and Dallas.
Dara Khosrowshahi
Auto/Transport70%
0.59manifold
2026-06-25
SEM_041
At least 100,000 personal AI robots will be preordered in 2025 (driven by speech/vision/dexterity advances).
Brett Adcock
Robotics42%
0.59arxiv
2026-06-23
INF_009
The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute.
Alex Wissner-Gross
AI17%
0.59arxiv
2026-06-24
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%
0.59arxiv
2026-06-24
FUT_020
Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m...
Multi-Forecaster Synthesis
Labor/Jobs45%
0.59arxiv
2026-06-24
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.59arxiv
2026-06-23
ROB_013
Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g...
Jimmy Ba
Robotics62%
0.59arxiv
2026-06-24
CYB_012
'Recommendation poisoning' — deliberate corruption of the data lakes, training sets, and persistent memory banks that agents rely on for purchase/action decisions — emerges as the primary new cybersecurity-marketing vector, blurring the line between di...
Alex Finn
AI44%
0.59arxiv
2026-06-23
AUT_003
'Vibe coding' — the full delegation of syntactic code generation to autonomous models, with human engineers interacting purely through natural-language intent while remaining entirely abstracted from underlying programming architecture; minimalist arch...
Andrej Karpathy
AI87%
0.59arxiv
2026-06-24
SEM_033
AI is gaining the capability to autonomously conduct original physics research (e.g., GPT-5.2 Pro proved new gluon scattering formulas).
Alex Wissner-Gross
AI/Physics56%
0.59
FDA ANDA205509: MORPHINE SULFATE (MORPHINE SULFATE) — ANI PHARMS
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%
0.59
FDA ANDA080448: MEPERIDINE HYDROCHLORIDE (MEPERIDINE HYDROCHLORIDE) — SUN PHARM INDUSTRIES
fda
2026-06-18
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.59
FDA ANDA200812: MORPHINE SULFATE (MORPHINE SULFATE) — STRIDES PHARMA INTL
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%
0.59
FDA NDA022370: CONZIP (TRAMADOL HYDROCHLORIDE) — CIPHER PHARMS INC
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%
0.59
Spread: Uruguay (-1.5)(market prob: 4%)
polymarket
2026-05-21
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59polymarket
2026-06-25
CMQ_020
Nearly $2.5 trillion of AI-related infrastructure investment will flow through the global economy by 2028; >80% of that spending is still ahead of the market as of early 2026.
Morgan Stanley
Macro/Economy61%
0.59polymarket
2026-05-21
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%
0.59polymarket
2026-06-25
229_001
Figure will put robots on its own manufacturing lines (BotQ) this year to build robots.
Brett Adcock
Robotics39%
0.59polymarket
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%
0.59polymarket
2026-06-09
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.59polymarket
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%
0.59
Spread: Uruguay (-2.5)(market prob: 1%)
polymarket
2026-05-21
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59polymarket
2026-06-09
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.59polymarket
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%
0.59manifold
2026-06-26
SEM_002
By 2025-2026, AI model outputs will outpace the cognitive capabilities of college graduates (driven by hundreds of millions of GPUs).
Leopold Aschenbrenner
AI56%
0.59manifold
2026-06-26
TK10
$100T Sovereign Debt Crisis
12%
0.59manifold
2026-06-26
235_005
AI capability will grow 100x this year in raw parameter count as lower bound.
Dave Blundin
AI49%
0.59arxiv
2026-06-25
CMQ_027
The inference inflection has arrived — industry transitioning from training-dominated capex (2023-2025) to inference-dominated economics (2026+).
Jensen Huang
AI/Compute92%
0.59arxiv
2026-06-25
FUT_003
Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m...
Superforecaster Community
AI100%
0.59arxiv
2026-06-25
235_034
Next-generation mobile phones will regain growth through AI neural chips.
Dave Blundin
Consumer45%
0.59arxiv
2026-06-25
FUT_003
Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m...
Superforecaster Community
AI100%
0.59arxiv
2026-06-25
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%
0.59arxiv
2026-06-25
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%
0.59arxiv
2026-06-25
235_005
AI capability will grow 100x this year in raw parameter count as lower bound.
Dave Blundin
AI49%
0.59arxiv
2026-06-25
231_004
The solution wavefront will spread from math/coding to physics, chemistry, and other fields.
Alex Wissner-Gross
AI40%
0.59arxiv
2026-06-25
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%
0.59arxiv
2026-06-25
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.59arxiv
2026-06-25
229_044
Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots broadly better at many tasks.
Brett Adcock
AI35%
0.59arxiv
2026-06-25
AUT_002
Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological...
Alex Wissner-Gross
AI59%
0.59arxiv
2026-06-25
234_048
Next major revolutions in foundation models will come from small language models
Alex Wissner-Gross
AI41%
0.59arxiv
2026-06-25
CMQ_058
Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency.
Alex Finn
AI/Compute59%
0.59arxiv
2026-06-25
231_004
The solution wavefront will spread from math/coding to physics, chemistry, and other fields.
Alex Wissner-Gross
AI40%
0.59arxiv
2026-06-25
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.59polymarket
2026-01-02
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.59polymarket
2026-06-25
229_001
Figure will put robots on its own manufacturing lines (BotQ) this year to build robots.
Brett Adcock
Robotics39%
0.59polymarket
2026-04-24
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.59polymarket
2026-02-19
SEM_023
No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' growth visibility into 2027.
Joseph Moore
Semis/Markets63%
0.59polymarket
2026-02-19
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.59polymarket
2026-06-15
240_009
Government will intervene if NVIDIA does 10-year forward contract locking up TSMC
Dave Blundin
Geopolitics45%
0.59
FDA ANDA202677: OXYCODONE AND ACETAMINOPHEN (ACETAMINOPHEN) — ALVOGEN
fda
2026-06-18
IND_010
Autonomous orbital manufacturing (facilitated by companies like Varda Space Industries) will successfully return pharmaceutical products processed in microgravity that are commercially superior to those manufactured on Earth by 2026 — new Biotech front...
Jared Isaacman
Biotech/Longevity43%
0.59
FDA ANDA219470: DIPHENHYDRAMINE HYDROCHLORIDE (DIPHENHYDRAMINE HYDROCHLORIDE) — ANNORA PHARMA
fda
2026-06-17
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.59
FDA ANDA091609: TRAMADOL HYDROCHLORIDE (TRAMADOL HYDROCHLORIDE) — ACTAVIS ELIZABETH
fda
2026-06-18
242_048
FDA will move to zero clinical trial model given enough Bayesian/computational evidence
Alex Wissner-Gross
Biotech/Longevity36%
0.59polymarket
2026-01-02
247_036
Google's Q-Day for quantum breaking RSA moved up to 2029
Google
AI46%
0.59
Spread: Brazil (-2.5)(market prob: 12%)
polymarket
2026-06-26
TK10
$100T Sovereign Debt Crisis
12%
0.59polymarket
2025-07-03
247_025
Super PACs will determine election outcomes at order of magnitude bigger than before
Dave Blundin
Geopolitics42%
0.59polymarket
2026-01-07
241_042
Post-tragedy, global leaders (US, China) will convene on AI governance
Eric Schmidt
Geopolitics44%
0.59polymarket
2026-06-02
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.59polymarket
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%
0.59polymarket
2026-04-21
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.59manifold
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%
0.59polymarket
2026-06-27
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.59polymarket
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%
0.59polymarket
2026-06-29
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.59manifold
2026-06-29
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.59manifold
2026-06-29
240_045
White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer)
Alex Wissner-Gross
Geopolitics39%
0.59polymarket
2026-04-20
229_020
By end of 2026, Figure will be able to drop a robot into an unseen home and do fairly long-horizon work.
Brett Adcock
Robotics20%
0.59polymarket
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%
0.59polymarket
2026-06-28
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.59polymarket
2026-06-28
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.59polymarket
2026-04-24
246_020
China will land on moon by 2030 (credible competitive mission).
Alex Wissner-Gross
Geopolitics20%
0.59polymarket
2026-06-30
247_002
Musk v. OpenAI lawsuit will settle with Sam stepping down as CEO and company continuing as for-profit
Alex Wissner-Gross
AI32%
0.59polymarket
2026-06-28
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.59manifold
2026-06-30
238_010
AI takeoff/inflection is happening now
Emad Mostaque
AI66%
0.59arxiv
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%
0.59arxiv
2026-06-29
CMQ_058
Localized hardware setups (multiple Apple Mac Studios, dedicated 'AI Max 300' silicon) will allow developers to run powerful inference workloads directly on-premises — reducing cloud dependency.
Alex Finn
AI/Compute59%
0.59arxiv
2026-06-29
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59arxiv
2026-06-29
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.59arxiv
2026-06-29
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.59arxiv
2026-06-29
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%
0.59arxiv
2026-06-28
CMQ_055
Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes.
Brett Adcock
Robotics29%
0.59arxiv
2026-06-28
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%
0.59arxiv
2026-06-28
CYB_027
Bostrom's orthogonality thesis — an AI system can possess supreme unfathomable intelligence while simultaneously harboring final goals completely indifferent or actively hostile to human survival; intelligence and human morality are completely independ...
Nick Bostrom
AI50%
0.59arxiv
2026-06-28
232_011
Jury is still out on whether speech will be the modality of the future for high-bandwidth operation.
Alex Wissner-Gross
AI38%
0.59arxiv
2026-06-29
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.59arxiv
2026-06-29
SEM_033
AI is gaining the capability to autonomously conduct original physics research (e.g., GPT-5.2 Pro proved new gluon scattering formulas).
Alex Wissner-Gross
AI/Physics56%
0.59arxiv
2026-06-28
231_004
The solution wavefront will spread from math/coding to physics, chemistry, and other fields.
Alex Wissner-Gross
AI40%
0.59github_release
2026-06-29
234_050
Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities
Alex Wissner-Gross
AI42%
0.59polymarket
2026-06-02
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59polymarket
2026-04-21
246_022
Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).
PolyMarket
AI45%
0.59polymarket
2026-06-22
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.59polymarket
2026-04-24
246_020
China will land on moon by 2030 (credible competitive mission).
Alex Wissner-Gross
Geopolitics20%
0.59polymarket
2026-07-01
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.59manifold
2026-07-01
238_061
Massive social unrest / trough in 2026-2027, rebound in 2028
Dave Blundin
Macro/Economy50%
0.59
巴拉圭战胜了德国欸(market prob: 12%)
manifold
2026-06-30
241_028
US losing electric vehicle industry to China was an error that will repeat in robotics unless addressed
Eric Schmidt
Geopolitics48%
0.59manifold
2026-06-29
S_MARS_2031PLUS
Mars uncrewed: 2031+ transfer window or further delay
mars_uncrewed_landing25%
0.59edgar_8k
2026-06-30
SEM_028
Main characters for semi institutional portfolios: Nvidia, Broadcom, and high-growth connectivity firms like Astera Labs.
Joseph Moore
Capital Markets55%
0.59arxiv
2026-06-30
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%