Validations Queue

80,311 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 134 of 176, 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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SimDocSourcePredDomainPrior
0.57manifold
2026-05-04
INF_014
Data-center industry could emit up to 2.5 billion tons of CO2 cumulatively through 2030 if powered primarily by fossil fuels — a scale that materially delays global climate-pledge compliance.
Morgan Stanley
Energy42%
0.57manifold
2026-05-04
240_043
CS placements collapsed from 89% to 19% over 3 years; similar collapse coming for other professions
Peter Diamandis
Labor/Jobs55%
0.57manifold
2026-05-04
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.57manifold
2026-05-04
230_039
Educational system will have 'AI wilderness camps' where tools are removed; every fourth-grader becomes a Nobel laureate.
Alex Wissner-Gross
Education39%
0.57manifold
2026-05-03
TK10
$100T Sovereign Debt Crisis
12%
0.57manifold
2026-05-05
238_005
By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly free
Alex Wissner-Gross
AI39%
0.57manifold
2026-05-05
S_IPO_TRILLION_2027
First $1T+ IPO in 2027
ipo_trillion_plus40%
0.57manifold
2026-05-07
240_034
Morgan Stanley forecasts 13-40GW data center power shortfall through 2028
Morgan Stanley
Energy47%
0.57manifold
2026-05-06
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.57manifold
2026-05-08
SEM_016
Huawei will emerge as the unexpected victor in the 2026 chip war — not via immediate capacity but via forced supply-chain resilience.
David Friedberg
Semis/Geopolitics24%
0.57manifold
2026-05-09
234_010
Whole battlefield will be controlled by whoever has the better AI very soon
Dave Blundin
Defense50%
0.57manifold
2026-05-08
242_005
Starship launch cadence will reach one every 5.3 minutes (274/day)
Peter Diamandis
Space49%
0.57manifold
2026-05-10
232_013
Recursive self-improvement loops likely to go live in the next 12 months; 2026 will be the most consequential year for humanity.
Jimmy Ba
AI47%
0.57manifold
2026-05-11
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%
0.57manifold
2026-05-12
235_005
AI capability will grow 100x this year in raw parameter count as lower bound.
Dave Blundin
AI49%
0.57manifold
2026-05-15
243_028
Joby eVTOL service hopefully coming to US sometime next year (2027)
Dara Khosrowshahi
Auto/Transport41%
0.57manifold
2026-05-14
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%
0.57manifold
2026-05-16
TK06
China-Taiwan Military Conflict
8%
0.57manifold
2026-05-17
243_011
Autonomous driver will be much safer than a human being
Dara Khosrowshahi
Auto/Transport44%
0.57manifold
2026-05-17
240_046
Public interest in any alien disclosure will fade within one or two days
Alex Wissner-Gross
Media/Ads43%
0.57manifold
2026-05-16
AI_021
The 2026-2027 window is the 'Great Disemboweling' of white-collar employment — millions of mid-career professionals (junior software developers, legal analysts, corporate marketers) lose jobs within a 12-18 month timeframe; resulting unemployment casca...
Andrew Yang
Labor/Jobs46%
0.57manifold
2026-05-18
242_005
Starship launch cadence will reach one every 5.3 minutes (274/day)
Peter Diamandis
Space49%
0.57manifold
2026-05-18
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.57manifold
2026-05-19
238_005
By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly free
Alex Wissner-Gross
AI39%
0.57manifold
2026-05-17
235_005
AI capability will grow 100x this year in raw parameter count as lower bound.
Dave Blundin
AI49%
0.57manifold
2026-05-29
231_018
Blitz will switch to next generation model in late March 2026.
Dave Blundin
AI30%
0.57manifold
2026-05-29
242_019
EVTOL autonomy will come within ~2 years after piloted version
Peter Diamandis
Auto/Transport50%
0.57manifold
2026-05-28
240_043
CS placements collapsed from 89% to 19% over 3 years; similar collapse coming for other professions
Peter Diamandis
Labor/Jobs55%
0.57manifold
2026-05-28
SPC_028
Ismail and Blundin forecast widespread corporate collapses in 2025-2026 for traditional institutions failing to integrate agentic models — massive job displacement of over 1.1 million knowledge workers as AI automates their roles.
Salim Ismail
Labor/Jobs37%
0.57manifold
2026-05-27
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.57manifold
2026-05-26
236_011
Independent/third party presidential run possible in 2028 election
Andrew Yang
Geopolitics46%
0.57manifold
2026-05-25
231_040
Ireland's UBI art scheme will NOT become a template for the future peacetime work creation.
Alex Wissner-Gross
Macro/Economy38%
0.57manifold
2026-05-31
236_036
Hyperinflation to solve debt problem in post-scarcity AI economy
Alex Wissner-Gross
Macro/Economy35%
0.57manifold
2026-05-31
234_050
Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities
Alex Wissner-Gross
AI42%
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
2026-06-01
S_RECESSION_2026
NBER recession declared 2026
macro_recession20%
0.57
Free Lottery (Blazar)(market prob: 78%)
manifold
2026-06-01
246_031
Next OpenClaw moment will turn $30B ARR into $1T ARR with agents.
Alex Wissner-Gross
AI35%
0.57manifold
2026-06-03
235_004
Next 3-year timeline: massive job loss, total confusion, and rampant unregulated AI consumerism.
Dave Blundin
Labor/Jobs46%
0.57manifold
2026-06-04
238_038
Compute will remain scarce until Dyson swarm is built; scarce AI agent attention will be monetized
Alex Wissner-Gross
AI35%
0.57manifold
2026-06-04
232_014
Recursive self-improvement is already here, not 12 months away.
Alex Wissner-Gross
AI70%
0.57manifold
2026-06-05
231_038
TSMC fabs will come online in 5-6-7 years; Elon won't wait that long.
Dave Blundin
AI44%
0.57manifold
2026-06-04
234_001
India will be the next giant on the rise while China is on the decline
Salim Ismail
Geopolitics44%
0.57manifold
2026-06-06
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.57manifold
2026-06-07
AI_002
Models matching the collective cognitive capacity of 'a country of geniuses in a datacenter' — acting simultaneously across all domains — could arrive as early as 2026 or 2027.
Dario Amodei
AI16%
0.57manifold
2026-06-08
CMQ_061
Cuban proposed issuance of a US government-backed memecoin specifically to help reduce the United States' ~$37 trillion national debt.
Mark Cuban
Crypto4%
0.57manifold
2026-06-08
S_MARS_2026
Mars uncrewed: 2026 transfer window
mars_uncrewed_landing25%
0.57manifold
2026-06-11
236_017
Rampant social unrest will occur during 2-year window if nothing is done quickly
Dave Blundin
Macro/Economy50%
0.57manifold
2026-06-13
240_045
White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer)
Alex Wissner-Gross
Geopolitics39%
0.57manifold
2026-06-13
248_010
AI capabilities will advance 100x in 2026 (by summer, potentially more).
Dave Blundin
AI31%
0.57manifold
2026-06-15
236_003
Jobs will get whisked away in many firms in 2026
Andrew Yang
Labor/Jobs49%