Validations Queue

108,318 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 8 of 62, 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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108,318
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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
0.65github_release
2023-10-01
248_032
First-generation neural uploads will be destructive; 2nd-4th generation will be non-destructive.
Alex Wissner-Gross
Biotech/Longevity42%
0.65github_release
2023-06-14
238_071
Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs
Alex Wissner-Gross
AI35%
0.65github_release
2026-04-28
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.65github_release
2026-04-01
231_001
Anthropic model family is closest to embodying the singularity and recursive self-improvement today.
Alex Wissner-Gross
AI41%
0.65github_release
2026-02-25
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.65github_release
2023-04-05
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.65github_release
2020-01-21
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.65github_release
2024-12-27
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.65github_release
2026-05-28
235_002
Anthropic will exceed OpenAI in revenue this year (2026).
Dave Blundin
AI75%
0.65github_release
2026-05-22
246_050
Anthropic will release compressed/distilled version of Mythos quickly after initial release.
Dave Blundin
AI50%
0.65github_release
2022-08-22
IND_012
NVIDIA BioNeMo platform + Evo 2 model fundamentally compresses a century of biology into a decade — Evo 2 achieves 90% accuracy in BRCA1 predictions; AI models will seamlessly transition generated biological designs into practical, synthesized clinical...
Jensen Huang
Biotech/Longevity68%
0.65github_release
2022-04-28
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.65github_release
2023-06-14
240_033
AI will compress decades of research into years, months, weeks
Salim Ismail
AI42%
0.65github_release
2026-05-05
247_060
Anthropic will win over OpenAI via better/smarter AI regardless of installed base
Dave Blundin
AI50%
0.65github_release
2026-02-18
231_001
Anthropic model family is closest to embodying the singularity and recursive self-improvement today.
Alex Wissner-Gross
AI41%
0.65github_release
2026-03-23
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.65github_release
2023-03-15
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.65github_release
2022-06-28
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.65github_release
2021-10-21
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.65github_release
2020-09-18
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%
0.65github_release
2024-01-31
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.65github_release
2026-05-28
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.65github_release
2026-05-20
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.65github_release
2021-06-30
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%
0.65github_release
2021-06-30
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.65github_release
2026-06-17
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.65github_release
2026-06-18
246_047
Anthropic ARR reached $30B, surpassing OpenAI's $24-25B.
Peter Diamandis
AI76%
0.65github_release
2026-07-01
CYB_029
Corporate API providers will increasingly restrict third-party agent harnesses (exemplified by Anthropic's April 2026 ban of OpenClaw) — this structural conflict highlights the precarious nature of building autonomous enterprises atop proprietary APIs,...
Anthropic
AI80%
0.65github_release
2023-10-01
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI28%
0.65github_release
2023-07-25
232_014
Recursive self-improvement is already here, not 12 months away.
Alex Wissner-Gross
AI70%
0.65github_release
2025-11-10
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.65github_release
2026-04-01
238_028
Anthropic plugins will enable market-by-market disruption (could short stocks and announce plugins)
Emad Mostaque
Markets/Stocks31%
0.65github_release
2026-03-06
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.65github_release
2026-02-09
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.65github_release
2024-07-11
246_036
Terafab will deliver 1 terawatt/year AI compute, 50x current global output of 20 gigawatt.
Peter Diamandis
AI46%
0.65github_release
2025-04-23
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.65github_release
2024-04-24
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.65github_release
2021-02-17
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.65github_release
2020-01-21
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.65github_release
2024-03-01
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.65github_release
2025-03-20
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%
0.65github_release
2026-05-26
238_025
AI computer-use benchmarks (OSWorld, Tbench) have broken through human level
Emad Mostaque
AI45%
0.65github_release
2020-01-21
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%
0.65github_release
2022-02-15
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.65github_release
2025-10-07
229_047
Figure's 3,000 B200 GPU cluster is coming online for Helix pre-training with much larger GPUs planned.
Brett Adcock
AI77%
0.65github_release
2023-06-14
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.64github_release
2025-11-19
246_047
Anthropic ARR reached $30B, surpassing OpenAI's $24-25B.
Peter Diamandis
AI76%
0.64github_release
2025-11-19
247_060
Anthropic will win over OpenAI via better/smarter AI regardless of installed base
Dave Blundin
AI50%
0.64github_release
2026-01-26
240_019
Post-transformer architecture will come out of left field within a year
Dave Blundin
AI32%
0.64github_release
2025-10-03
240_013
Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs
Sam Altman
AI41%