Validations Queue

75,032 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 57 of 1393, 50 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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Bulk auto-confirm by similarity threshold

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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Bulk action
SimDocSourcePredDomainPrior
0.70manifold
2026-06-10
248_004
Launching 40,000 V3 Starlinks requires only 3 Starship launches per week over 3 years.
Peter Diamandis
Space58%
0.70arxiv
2026-06-09
INF_012
AI data-center power consumption will grow by approximately 126 GW annually through 2028 — comparable to Canada's total annual power demand, and representing nearly 20% of projected global power growth through 2030.
Morgan Stanley
Energy46%
0.70
XRP BELOW $1 THIS WEEK?(market prob: 9%)
manifold
2026-06-10
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.70manifold
2026-06-09
239_002
AI recursive self-improvement will be fully automated by end of 2026 or 2027 at latest
Elon Musk
AI44%
0.70arxiv
2026-06-10
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%
0.70arxiv
2026-06-10
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%
0.70arxiv
2026-06-10
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%
0.70arxiv
2026-06-10
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%
0.70arxiv
2026-06-10
INF_006
Over time, very large fractions of the earth's land surface will be given over to data centers as AI compute demand scales — hyperscaler DC footprint transitions from discrete campuses to regional-scale compute territories.
Sam Altman
AI40%
0.70arxiv
2026-06-09
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%
0.70arxiv
2026-06-09
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%
0.70manifold
2026-06-12
242_023
World will have 10x more wealth around 2034-2036
Dave Blundin
Macro/Economy34%
0.70arxiv
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%
0.70arxiv
2026-06-11
CYB_022
Supply-chain attacks targeting widely utilized open-source AI packages — exemplified by documented attacks on the LiteLLM framework — represent extreme systemic risk: a single compromised foundational code repository instantly and autonomously infects ...
Alex Wissner-Gross
AI76%
0.70arxiv
2026-06-11
CMQ_057
Democratization of sophisticated AI tools means any 'kid in a basement' can now build world-changing applications via API access to frontier models.
Mark Cuban
AI56%
0.70arxiv
2026-06-11
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%
0.70arxiv
2026-06-10
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%
0.70arxiv
2026-06-11
CYB_019
Deployment of 'world model systems' — AI that accurately simulates and anticipates the physical and thermodynamic dynamics of reality — serves as the critical foundational training ground for embodied agents, letting them experience billions of hours o...
Demis Hassabis
Robotics44%
0.70manifold
2026-06-13
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.70arxiv
2026-06-15
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%
0.70arxiv
2026-06-15
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%
0.70arxiv
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%
0.70manifold
2026-06-17
COD_SPC_006
Vast Haven-1 reaches orbit by end 2026
Codex Research Pack
Space52%
0.70arxiv
2026-06-16
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%
0.70arxiv
2026-06-16
CYB_025
The legal profession must transition from viewing AI as a 'prompter' to an active 'partner' — when an autonomous AI consultant hallucinates legal precedent or medical diagnosis, traditional corporate malpractice frameworks fail; courts must rapidly est...
Ralph Losey
Other77%
0.70manifold
2026-06-17
CMQ_060
Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US.
Michael Saylor
Crypto20%
0.70arxiv
2026-06-17
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%
0.70arxiv
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%
0.70polymarket
2026-04-02
CMQ_060
Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US.
Michael Saylor
Crypto20%
0.70polymarket
2025-07-03
236_011
Independent/third party presidential run possible in 2028 election
Andrew Yang
Geopolitics46%
0.70polymarket
2026-04-02
CMQ_060
Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US.
Michael Saylor
Crypto20%
0.70gdelt
2026-04-30
247_004
Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions
Dave Blundin
AI45%
0.70gdelt
2026-04-30
SEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.
Joseph Moore
Capital Markets68%
0.70gdelt
2026-04-30
247_004
Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions
Dave Blundin
AI45%
0.70gdelt
2026-04-30
247_004
Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions
Dave Blundin
AI45%
0.70gdelt
2026-04-30
247_004
Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions
Dave Blundin
AI45%
0.70gdelt
2026-04-30
247_004
Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions
Dave Blundin
AI45%
0.70gdelt
2026-04-30
247_004
Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions
Dave Blundin
AI45%
0.70gdelt
2026-04-30
247_004
Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions
Dave Blundin
AI45%
0.70gdelt
2026-04-30
247_004
Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions
Dave Blundin
AI45%
0.70gdelt
2026-04-30
247_004
Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions
Dave Blundin
AI45%
0.70gdelt
2026-04-30
247_004
Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversions
Dave Blundin
AI45%
0.70polymarket
2026-04-16
SEM_011
Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.
Jensen Huang
Capital Markets86%
0.70manifold
2026-04-30
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.70polymarket
2025-07-03
236_011
Independent/third party presidential run possible in 2028 election
Andrew Yang
Geopolitics46%
0.70polymarket
2026-04-26
CMQ_060
Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US.
Michael Saylor
Crypto20%
0.70manifold
2026-05-01
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.70manifold
2026-05-03
240_052
Uploading consciousness (whole brain emulation) really will be you in the future
Alex Wissner-Gross
Biotech/Longevity41%
0.70github_release
2026-03-18
247_010
Anthropic will beat OpenAI in valuation trajectory
Dave Blundin
AI40%
0.70github_release
2025-11-24
247_010
Anthropic will beat OpenAI in valuation trajectory
Dave Blundin
AI40%