Validations Queue

78,110 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 72 of 84, 100 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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SimDocSourcePredDomainPrior
0.57manifold
2026-05-29
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%
0.57manifold
2026-05-29
241_029
Humanoid robot assembly of rockets is beyond current robots for a long time
Eric Schmidt
Robotics28%
0.57manifold
2026-05-28
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.57manifold
2026-05-27
231_016
Permissionless agent activity is imminent; Claude-style approval prompts will go away.
Alex Wissner-Gross
AI41%
0.57manifold
2026-05-27
240_043
CS placements collapsed from 89% to 19% over 3 years; similar collapse coming for other professions
Peter Diamandis
Labor/Jobs55%
0.57manifold
2026-05-25
247_001
xAI will IPO at $2 trillion valuation this coming summer
Peter Diamandis
AI42%
0.57manifold
2026-05-24
233_009
A motivational learning bundle with video game designers will be released in 2026.
Joe Liemandt
Education36%
0.57manifold
2026-05-24
243_005
There will be many many winners in the autonomous space
Dara Khosrowshahi
Auto/Transport47%
0.57manifold
2026-05-31
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.57manifold
2026-05-31
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.57manifold
2026-06-01
S_GRID_50GW_2027
50GW dedicated AI/data center grid by Dec 2027
energy_grid_expansion40%
0.57manifold
2026-06-01
236_011
Independent/third party presidential run possible in 2028 election
Andrew Yang
Geopolitics46%
0.57manifold
2026-05-31
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%
0.57manifold
2026-06-02
239_006
AI will solve everything including longevity
Elon Musk
AI45%
0.57manifold
2026-06-01
TK10
$100T Sovereign Debt Crisis
12%
0.57manifold
2026-06-03
242_057
Artemis 2 launches April 1, 2026 - circumlunar mission
Peter Diamandis
Space56%
0.57manifold
2026-06-03
241_043
ASI will arrive within 2 years to 5 years to this next decade
Peter Diamandis
AI36%
0.57manifold
2026-06-04
240_041
Consumer killer app tying compute to happiness must be invented within the next year
Dave Blundin
AI45%
0.57manifold
2026-06-04
246_031
Next OpenClaw moment will turn $30B ARR into $1T ARR with agents.
Alex Wissner-Gross
AI35%
0.57manifold
2026-06-04
234_025
Rent-a-human meat puppet model may be obsoleted by humanoid robots
Alex Wissner-Gross
Robotics35%
0.57manifold
2026-06-04
240_019
Post-transformer architecture will come out of left field within a year
Dave Blundin
AI45%
0.57manifold
2026-06-05
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.57manifold
2026-06-05
242_035
S&P will see massive reshuffling with huge winners; no company can project FCF beyond 5 years
Dave Blundin
Markets/Stocks50%
0.57manifold
2026-06-05
FUT_009
Wars 2026-2031 pivot decisively from ideological struggles to brutal localized conflicts over critical physical inputs — specifically energy, copper, and agricultural fertilizers. Global geopolitical map fractures into highly regionalized spheres of in...
Peter Zeihan
Geopolitics42%
0.57manifold
2026-06-05
232_019
AI cannot be stopped; there's no mechanism to pause it.
Ben Horowitz
AI51%
0.57manifold
2026-06-07
243_005
There will be many many winners in the autonomous space
Dara Khosrowshahi
Auto/Transport47%
0.57
Do you like 42% odds?(market prob: 42%)
manifold
2026-06-06
242_028
AI could automate 25% of US work hours
Goldman Sachs
Labor/Jobs39%
0.57manifold
2026-06-08
ROB_003
AI will allow humanity to complete the next 25 years of scientific discovery in just 5 years — effectively bringing 2050-era science to 2030. Already manifesting in resolution of long-standing mathematical proofs (e.g. Erdős problems) via advanced reas...
Kevin Weil
AI45%
0.57manifold
2026-06-08
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-08
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-08
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-08
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-08
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-08
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-08
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-08
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-08
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-08
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-08
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-08
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-08
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-08
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
229_026
By next year (2027), Figure expects to show real general purpose capability inside the robot; possibly within months.
Brett Adcock
Robotics38%
0.57manifold
2026-06-09
CMQ_034
HBM will remain in structural shortage through at least 2027 — shortage extends multi-year despite aggressive fab expansion.
Morgan Stanley
Semis/Memory84%
0.57manifold
2026-06-09
FUT_016
Next 5 years (2026-2030) require individuals + organizations to adopt 'FLUX' superpowers — ability to transform constant uncertainty into strategic advantage. Traditional linear career paths dissolve entirely by 2030, replaced by fluid portfolio-based ...
April Rinne
Labor/Jobs44%
0.57manifold
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%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-08
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.57manifold
2026-06-09
233_007
In 2026, Alpha will launch new schools beyond the flagship model based on the Timeback platform.
Joe Liemandt
Education51%
0.57
Will I be the pirate king(market prob: 27%)
manifold
2026-06-11
239_026
Future will be very entertaining
Elon Musk
Other55%