Validations Queue

63,896 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 19 of 51, 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
0.62github_release
2026-06-01
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.62github_release
2021-11-02
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%
0.62github_release
2026-06-10
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI41%
0.62github_release
2026-03-05
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.62github_release
2025-08-26
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.62github_release
2026-03-05
234_021
OpenAI will launch consumer AI devices in 2027
Peter Diamandis
AI50%
0.62github_release
2026-02-10
239_003
We are currently in AI hard takeoff
Elon Musk
AI47%
0.62github_release
2026-02-09
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2025-12-11
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.62github_release
2025-11-04
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2022-09-21
AI_025
Most current generative AI wrappers are transient — they will fade into the background as infrastructure layers, analogous to Radio Shack fading in the Windows/PC era; winners will be infrastructure and verticalized depth plays, not thin API-wrapper apps.
Mark Cuban
AI60%
0.62github_release
2021-11-02
INF_072
There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently.
Demis Hassabis
AI40%
0.62github_release
2026-04-13
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.62github_release
2026-01-26
229_002
Figure will scale out robots in industrial/commercial workforce in 2026 via its signed customers.
Brett Adcock
Robotics56%
0.62github_release
2026-01-26
INF_072
There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently.
Demis Hassabis
AI40%
0.62github_release
2026-01-13
229_001
Figure will put robots on its own manufacturing lines (BotQ) this year to build robots.
Brett Adcock
Robotics62%
0.62github_release
2025-09-04
229_039
Figure will integrate additional sensors (infrared, ultraviolet, etc.) into future humanoids.
Brett Adcock
Robotics28%
0.62github_release
2026-03-02
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.62github_release
2023-11-14
248_048
AI models will move to a post-binary (sub-one-bit) numerical precision paradigm.
Alex Wissner-Gross
AI34%
0.62github_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%
0.62github_release
2023-11-15
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%
0.62github_release
2023-10-04
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.62github_release
2023-10-04
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%
0.62github_release
2026-05-06
230_046
OpenAI's Noam Brown has only ~3 months of future model access internally — dramatic capability gap with public.
Dave Blundin
AI43%
0.62github_release
2026-05-05
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.62github_release
2019-05-30
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.62github_release
2023-01-31
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.62github_release
2023-01-31
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.62github_release
2025-05-12
INF_035
Advanced U.S. manufacturing capacity for 3D-printed liquid-cooling plates will scale rapidly — Fabric8Labs secured $50M (NEA + Intel Capital) specifically to address the AI-DC thermal bottleneck with electrochemically-deposited intricate cold-plate geo...
Fabric8Labs (NEA / Intel Capital funded)
Semis65%
0.62github_release
2025-03-20
229_047
Figure's 3,000 B200 GPU cluster is coming online for Helix pre-training with much larger GPUs planned.
Brett Adcock
AI77%
0.62github_release
2021-01-07
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%
0.62github_release
2021-06-30
S_HUMANOID_ENTERPRISE_2028
Humanoid R2: 100K+ enterprise by Nov 2028
humanoid_deployment50%
0.62github_release
2020-09-18
242_051
Dyson swarm compute infrastructure will be realized in a few years
Alex Wissner-Gross
Space37%
0.62github_release
2020-05-28
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.62github_release
2020-08-04
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.62github_release
2020-05-17
229_047
Figure's 3,000 B200 GPU cluster is coming online for Helix pre-training with much larger GPUs planned.
Brett Adcock
AI77%
0.62github_release
2026-03-09
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.62github_release
2026-03-09
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.62github_release
2025-12-11
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.61github_release
2026-04-15
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI41%
0.61github_release
2026-02-23
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.61github_release
2026-02-05
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.61github_release
2025-12-15
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.61github_release
2025-11-13
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.61github_release
2025-11-10
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.61github_release
2026-03-04
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%
0.61github_release
2026-01-13
248_038
We will see humanoid robot threats alongside the current Sam Altman backlash.
Salim Ismail
Robotics34%
0.61github_release
2023-11-14
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%
0.61github_release
2023-07-05
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%
0.61github_release
2026-03-23
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%