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 11 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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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
0.64github_release
2026-05-26
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.64github_release
2026-03-17
AI_017
NVIDIA will make Agentic AI the primary demand vector via two specialized products: the 'NemoClaw' developer toolkit for building/orchestrating autonomous agents, and the 'Vera CPU rack' hardware platform explicitly designed to host, deploy, and execut...
Jensen Huang
Semis75%
0.64github_release
2026-06-24
246_047
Anthropic ARR reached $30B, surpassing OpenAI's $24-25B.
Peter Diamandis
AI76%
0.64github_release
2026-07-01
247_060
Anthropic will win over OpenAI via better/smarter AI regardless of installed base
Dave Blundin
AI50%
0.64github_release
2020-02-05
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI28%
0.64github_release
2026-04-01
246_047
Anthropic ARR reached $30B, surpassing OpenAI's $24-25B.
Peter Diamandis
AI76%
0.64github_release
2026-02-18
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.64github_release
2023-04-05
235_005
AI capability will grow 100x this year in raw parameter count as lower bound.
Dave Blundin
AI49%
0.64github_release
2026-04-28
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.64github_release
2020-10-22
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%
0.64github_release
2024-03-29
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.64github_release
2024-01-31
229_047
Figure's 3,000 B200 GPU cluster is coming online for Helix pre-training with much larger GPUs planned.
Brett Adcock
AI77%
0.64github_release
2025-08-26
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI28%
0.64github_release
2020-11-11
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%
0.64github_release
2026-06-24
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.64github_release
2026-06-17
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%
0.64github_release
2026-03-17
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.64github_release
2026-03-17
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.64github_release
2026-04-07
246_050
Anthropic will release compressed/distilled version of Mythos quickly after initial release.
Dave Blundin
AI50%
0.64github_release
2026-03-31
231_001
Anthropic model family is closest to embodying the singularity and recursive self-improvement today.
Alex Wissner-Gross
AI41%
0.64github_release
2026-03-31
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.64github_release
2026-03-31
235_002
Anthropic will exceed OpenAI in revenue this year (2026).
Dave Blundin
AI75%
0.64github_release
2026-04-02
229_045
Figure will not differentiate by vertical form factor—general-purpose humanoid is the bet.
Brett Adcock
Robotics28%
0.64github_release
2026-03-04
240_013
Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs
Sam Altman
AI41%
0.64github_release
2023-04-20
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.64github_release
2026-01-23
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.64github_release
2024-01-31
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%
0.64github_release
2026-05-21
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.64github_release
2026-06-01
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.64github_release
2019-06-14
AI_017
NVIDIA will make Agentic AI the primary demand vector via two specialized products: the 'NemoClaw' developer toolkit for building/orchestrating autonomous agents, and the 'Vera CPU rack' hardware platform explicitly designed to host, deploy, and execut...
Jensen Huang
Semis75%
0.64github_release
2022-02-15
242_044
Base AI models becoming commodity; value migrates up the stack
Alex Wissner-Gross
AI35%
0.64github_release
2022-02-15
247_045
1X Neo humanoid robot will be delivered this summer 2026
Peter Diamandis
Robotics32%
0.64github_release
2019-07-19
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.64github_release
2023-07-20
238_009
Recursive self-improvement is already happening now (no longer three years out)
Alex Wissner-Gross
AI78%
0.64github_release
2026-03-17
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.64github_release
2026-04-07
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.64github_release
2026-02-05
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.64github_release
2026-01-26
240_015
Post-transformer architectures will make a 1000x cost reduction look like child's play
Alex Wissner-Gross
AI42%
0.64github_release
2024-06-18
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.64github_release
2025-01-29
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.64github_release
2022-06-28
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.64github_release
2021-10-21
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%
0.64github_release
2026-05-06
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.64github_release
2023-10-20
237_022
Alex Finn plans to build an autonomous closed-loop organization where agents research, validate, code and deploy value on the web in coming years.
Alex Finn
AI33%
0.64github_release
2021-06-30
229_046
Current Figure robots have 3-5x headroom in speed via existing actuators once software enables it.
Brett Adcock
Robotics28%
0.64github_release
2025-08-12
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%
0.64github_release
2026-02-09
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.64github_release
2021-06-30
241_029
Humanoid robot assembly of rockets is beyond current robots for a long time
Eric Schmidt
Robotics12%
0.64github_release
2022-02-15
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%
0.64github_release
2026-06-08
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI28%