Validations Queue

64,690 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 28 of 52, 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
0.60github_release
2021-07-30
S_HUMANOID_ENTERPRISE_2028
Humanoid R2: 100K+ enterprise by Nov 2028
humanoid_deployment50%
0.60github_release
2025-01-29
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.60github_release
2020-04-28
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.60github_release
2026-06-08
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.60github_release
2026-03-26
COD_SPC_003
SpaceX completes large-scale Starship vehicle-to-vehicle cryogenic propellant transfer by end 2026
Codex Research Pack
Space30%
0.60github_release
2026-03-16
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.60github_release
2026-02-25
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.60github_release
2026-03-25
242_044
Base AI models becoming commodity; value migrates up the stack
Alex Wissner-Gross
AI35%
0.60github_release
2026-02-05
238_025
AI computer-use benchmarks (OSWorld, Tbench) have broken through human level
Emad Mostaque
AI45%
0.60github_release
2021-11-05
230_031
We are in an era of domain collapse — AlphaFold pattern will repeat across many fields starting now.
Alex Wissner-Gross
AI43%
0.60github_release
2021-07-16
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%
0.60github_release
2025-03-11
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.60github_release
2023-08-31
CMQ_030
In the modern AI pipeline, the CPU no longer merely supports the model — it drives the model (agentic workloads invert historical CPU:GPU ratio).
Jensen Huang
AI/Compute34%
0.60github_release
2021-04-28
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.60github_release
2026-05-07
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.60github_release
2024-10-30
CMQ_044
Future data-center architectures optimized for agentic workflows may require 1:2 or even 2:1 CPU-to-GPU ratio (vs historical 1:12) to prevent GPU idle-waiting.
Morgan Stanley
AI/Compute65%
0.60github_release
2024-07-09
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.60github_release
2023-12-15
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.60github_release
2026-01-07
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.60github_release
2025-09-10
237_002
We will see a lot of evolution and many OpenClaw variants emerging very quickly as an early domain being developed.
Peter Diamandis
AI55%
0.60github_release
2025-05-02
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%
0.60github_release
2025-03-05
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.60github_release
2026-06-04
238_071
Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs
Alex Wissner-Gross
AI35%
0.60github_release
2025-03-25
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.60github_release
2020-11-06
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.60github_release
2020-05-04
SEM_033
AI is gaining the capability to autonomously conduct original physics research (e.g., GPT-5.2 Pro proved new gluon scattering formulas).
Alex Wissner-Gross
AI/Physics56%
0.60github_release
2020-04-28
230_040
AI capability/accuracy will improve recursively; output-checking issues will be eliminated quickly.
Peter Diamandis
AI50%
0.60github_release
2025-09-24
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.60github_release
2026-04-09
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.60github_release
2025-11-24
248_038
We will see humanoid robot threats alongside the current Sam Altman backlash.
Salim Ismail
Robotics34%
0.60github_release
2025-02-14
245_033
Colossal will work to reintroduce all de-extincted species back into their environments
Ben Lamm
Biotech/Longevity44%
0.60github_release
2024-09-25
234_048
Next major revolutions in foundation models will come from small language models
Alex Wissner-Gross
AI41%
0.60github_release
2023-09-26
CMQ_030
In the modern AI pipeline, the CPU no longer merely supports the model — it drives the model (agentic workloads invert historical CPU:GPU ratio).
Jensen Huang
AI/Compute34%
0.60github_release
2022-08-05
CMQ_044
Future data-center architectures optimized for agentic workflows may require 1:2 or even 2:1 CPU-to-GPU ratio (vs historical 1:12) to prevent GPU idle-waiting.
Morgan Stanley
AI/Compute65%
0.60github_release
2022-03-10
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%
0.60github_release
2020-05-28
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.60github_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%
0.60github_release
2025-12-02
248_048
AI models will move to a post-binary (sub-one-bit) numerical precision paradigm.
Alex Wissner-Gross
AI34%
0.60github_release
2024-10-30
229_047
Figure's 3,000 B200 GPU cluster is coming online for Helix pre-training with much larger GPUs planned.
Brett Adcock
AI77%
0.60github_release
2024-07-26
248_048
AI models will move to a post-binary (sub-one-bit) numerical precision paradigm.
Alex Wissner-Gross
AI34%
0.60github_release
2024-07-25
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%
0.60github_release
2023-10-25
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.60github_release
2025-10-15
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.60github_release
2025-06-10
248_022
Deepseek-style hyperdeflation moments from algorithmic innovation will become more frequent but less effective at causing price swings.
Alex Wissner-Gross
Markets/Stocks42%
0.60github_release
2025-04-11
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.60github_release
2024-02-16
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.60github_release
2025-08-27
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%
0.60github_release
2026-04-26
CMQ_044
Future data-center architectures optimized for agentic workflows may require 1:2 or even 2:1 CPU-to-GPU ratio (vs historical 1:12) to prevent GPU idle-waiting.
Morgan Stanley
AI/Compute65%
0.60github_release
2021-01-29
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%
0.60github_release
2020-07-08
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%