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 15 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.

Source0 selected · 0 visible
Bulk action
SimDocSourcePredDomainPrior
0.62github_release
2020-03-05
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
2026-03-08
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.62github_release
2025-10-07
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
2026-03-25
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2026-02-24
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.62github_release
2026-02-10
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.62github_release
2026-02-05
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2026-01-27
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2026-01-09
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.62github_release
2025-12-19
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.62github_release
2025-12-16
234_050
Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities
Alex Wissner-Gross
AI42%
0.62github_release
2025-12-16
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.62github_release
2025-12-15
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.62github_release
2026-02-03
AI_010
The 2026 development landscape has entered the 'Slopacolypse' — AI writes the vast majority of new code, developer manual-coding skills atrophy, and engineering transitions from syntax-writing to high-level architectural prompting and 'vibe coding'.
Andrej Karpathy
AI90%
0.62github_release
2022-12-13
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%
0.62github_release
2022-06-13
234_050
Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities
Alex Wissner-Gross
AI42%
0.62github_release
2021-07-16
ROB_004
By approximately 2027-2028, collaborative AI programs will essentially 'solve physics' — unifying general relativity and quantum mechanics into a new mathematical framework; the core mission of DeepMind is to 'first solve AI, then use AI to solve every...
Demis Hassabis
AI8%
0.62github_release
2026-04-28
FUT_003
Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m...
Superforecaster Community
AI100%
0.62github_release
2025-11-25
238_071
Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs
Alex Wissner-Gross
AI35%
0.62github_release
2025-09-04
238_040
Google may announce a locally hosted Gemma-type model at WWDC in June 2026 for Apple OS
Alex Wissner-Gross
AI34%
0.62github_release
2026-03-06
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
2024-03-07
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
2024-03-07
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%
0.62github_release
2023-11-03
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.62github_release
2026-05-07
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2023-03-31
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.62github_release
2025-01-06
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.62github_release
2025-11-12
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.62github_release
2025-04-28
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%
0.62github_release
2024-12-27
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
2024-09-12
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
2026-01-07
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.62github_release
2026-05-20
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%
0.62github_release
2026-06-01
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2020-01-21
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.62github_release
2026-03-26
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.62github_release
2026-02-17
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.62github_release
2025-10-07
CMQ_029
DRAM manufacturers must expand production aggressively — 'NVIDIA will buy all you can make'.
Jensen Huang
Semis/Memory74%
0.62github_release
2021-09-10
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%
0.62github_release
2026-03-05
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.62github_release
2026-02-23
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2026-02-10
234_021
OpenAI will launch consumer AI devices in 2027
Peter Diamandis
AI50%
0.62github_release
2026-01-09
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.62github_release
2023-01-12
INF_008
Leading AI model intelligence has been improving by roughly 2.5 IQ points per month since May 2024 — a sustained compounding rate that rapidly surpasses human-level baselines and mandates continuous hardware refresh cycles.
Alex Wissner-Gross
AI39%
0.62github_release
2022-06-13
ROB_004
By approximately 2027-2028, collaborative AI programs will essentially 'solve physics' — unifying general relativity and quantum mechanics into a new mathematical framework; the core mission of DeepMind is to 'first solve AI, then use AI to solve every...
Demis Hassabis
AI8%
0.62github_release
2022-01-28
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
2026-04-09
248_038
We will see humanoid robot threats alongside the current Sam Altman backlash.
Salim Ismail
Robotics34%
0.62github_release
2026-03-04
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.62github_release
2025-12-01
240_013
Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs
Sam Altman
AI41%
0.62github_release
2024-10-16
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%