Validations Queue

65,257 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 42 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
0.58github_release
2021-02-01
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.58github_release
2020-09-03
248_037
State data-center moratoriums will accelerate Dyson-swarm / orbital compute innovation due to constriction.
Alex Wissner-Gross
AI10%
0.58github_release
2020-08-18
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.58github_release
2020-06-29
234_048
Next major revolutions in foundation models will come from small language models
Alex Wissner-Gross
AI41%
0.58github_release
2023-03-31
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%
0.58github_release
2022-06-15
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.58github_release
2020-02-07
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.58github_release
2020-02-07
242_044
Base AI models becoming commodity; value migrates up the stack
Alex Wissner-Gross
AI35%
0.58github_release
2020-02-07
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%
0.58github_release
2026-04-22
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.58github_release
2025-10-14
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.58github_release
2025-08-13
AUT_012
True AGI arrives 2030-2035 (5-10 years from 2026) based on advanced 'world model systems' — current LLM architecture insufficient for generalized autonomy due to lack of temporal consistency and deep reasoning; world models inherently understand/simula...
Demis Hassabis
AI38%
0.58github_release
2025-09-09
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.58github_release
2025-09-09
INF_026
'Software 3.0' LLM infrastructure will operate like public utilities — requiring massive upfront capex (training compute, specialized hardware), specialized networking protocols for synchrony across hundreds of thousands of GPUs, and flawless uninterru...
Andrej Karpathy
AI70%
0.58github_release
2024-06-28
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.58github_release
2025-11-12
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.58github_release
2022-01-27
SEM_012
Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.
Jensen Huang
AI/Manufacturing75%
0.58github_release
2021-04-28
FUT_004
Rapid ascension and enterprise dominance of Large Action Models (LAMs) by 2026-2031 — LLM as primary digital interface becomes obsolete; LAMs observe complex behavioral patterns, internalize multi-step business processes, predict physical-robot mainten...
Amy Webb
AI62%
0.58github_release
2026-03-23
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.58github_release
2026-03-23
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.58github_release
2019-05-30
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.58github_release
2025-12-14
CMQ_027
The inference inflection has arrived — industry transitioning from training-dominated capex (2023-2025) to inference-dominated economics (2026+).
Jensen Huang
AI/Compute92%
0.58github_release
2023-03-08
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.58github_release
2026-03-23
230_029
Cognition is becoming a commodity — intelligence will flow like oil.
Alex Wissner-Gross
AI43%
0.58github_release
2025-11-19
CYB_003
Localized, ungoverned multi-agent networks will spontaneously generate their own social networks, governance manifestos, debated ethics, and closed-loop digital economies — exemplified by the Moltbook platform in early 2026 where 150,000+ autonomous AI...
Alex Finn
AI55%
0.58github_release
2025-11-11
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.58github_release
2025-08-12
COD_BIO_005
Colossal adds at least one more de-extinction species to active embryo-transfer pipeline by end 2028
Codex Research Pack
Biotech/Longevity47%
0.58github_release
2022-05-17
241_049
Underage kids / AI vulnerability problem must be solved - line we can't cross
Eric Schmidt
AI51%
0.58github_release
2021-02-01
248_037
State data-center moratoriums will accelerate Dyson-swarm / orbital compute innovation due to constriction.
Alex Wissner-Gross
AI10%
0.58github_release
2020-09-20
248_037
State data-center moratoriums will accelerate Dyson-swarm / orbital compute innovation due to constriction.
Alex Wissner-Gross
AI10%
0.58github_release
2020-08-18
237_018
We are seeing a Cambrian explosion of OpenClaw variants (PicoClaw, IronClaw, NanoClaw, Nanobot, etc.) with many more to come.
Alex Wissner-Gross
AI40%
0.58github_release
2020-06-29
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%
0.58github_release
2026-02-12
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.58github_release
2021-07-23
CYB_003
Localized, ungoverned multi-agent networks will spontaneously generate their own social networks, governance manifestos, debated ethics, and closed-loop digital economies — exemplified by the Moltbook platform in early 2026 where 150,000+ autonomous AI...
Alex Finn
AI55%
0.58github_release
2025-09-17
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.58github_release
2025-09-12
229_042
Figure believes there will be a single omni-model fusing language, vision, action, memory — not multiple specialized neural nets per task.
Brett Adcock
AI40%
0.58github_release
2025-09-12
237_009
ChatGPT will release a model specifically for OpenClaw within the next 6 months.
Alex Finn
AI41%
0.58github_release
2025-10-01
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%
0.58github_release
2025-09-17
242_044
Base AI models becoming commodity; value migrates up the stack
Alex Wissner-Gross
AI35%
0.58github_release
2025-12-14
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.58github_release
2025-11-03
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.58github_release
2023-04-05
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.58github_release
2023-02-08
234_048
Next major revolutions in foundation models will come from small language models
Alex Wissner-Gross
AI41%
0.58github_release
2022-11-21
230_034
Abundance will be achieved by 2035.
Peter Diamandis
Macro/Economy41%
0.58github_release
2024-08-05
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.58github_release
2024-06-14
COD_AI_001
Vera Rubin becomes commercially available across major cloud and OEM partners by H2 2026
Codex Research Pack
Technology51%
0.58github_release
2025-12-18
AUT_012
True AGI arrives 2030-2035 (5-10 years from 2026) based on advanced 'world model systems' — current LLM architecture insufficient for generalized autonomy due to lack of temporal consistency and deep reasoning; world models inherently understand/simula...
Demis Hassabis
AI38%
0.58github_release
2025-08-27
237_018
We are seeing a Cambrian explosion of OpenClaw variants (PicoClaw, IronClaw, NanoClaw, Nanobot, etc.) with many more to come.
Alex Wissner-Gross
AI40%
0.58github_release
2025-08-27
238_009
Recursive self-improvement is already happening now (no longer three years out)
Alex Wissner-Gross
AI78%
0.58github_release
2025-08-27
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%