Validations Queue

75,032 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 53 of 55, 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
0.56github_release
2022-06-10
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.56github_release
2019-02-09
238_040
Google may announce a locally hosted Gemma-type model at WWDC in June 2026 for Apple OS
Alex Wissner-Gross
AI34%
0.56github_release
2020-03-05
CMQ_063
Quantum compute integration with AI optimization algorithms and material-science discovery could drastically accelerate algorithmic efficiencies for Intelligence Explosion — potentially pulling superintelligence timelines closer.
Alex Wissner-Gross
Quantum/AI15%
0.56github_release
2024-09-26
234_048
Next major revolutions in foundation models will come from small language models
Alex Wissner-Gross
AI41%
0.56github_release
2024-09-26
245_039
Colossal has not yet started work on dinosaurs, corals, dragons or Pokemon
Ben Lamm
Biotech/Longevity45%
0.56github_release
2025-09-03
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.56github_release
2025-06-04
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%
0.56github_release
2020-10-22
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.56github_release
2020-10-22
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.56github_release
2020-05-25
246_024
Something really bad will happen if OpenAI catches up/Grok 5 releases (forced mythos out the door).
Dave Blundin
AI45%
0.56github_release
2020-08-17
230_016
Data center regulation in NY/elsewhere will accelerate moving compute to orbit (Dyson swarm).
Alex Wissner-Gross
Space55%
0.56github_release
2020-09-30
231_015
Next Deep Seek model release will be when Chinese open-weight models catch up to American frontier models.
Alex Wissner-Gross
AI34%
0.56github_release
2020-09-18
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%
0.56github_release
2020-03-05
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%
0.56github_release
2026-04-23
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.56github_release
2025-09-29
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%
0.56github_release
2025-08-13
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.56github_release
2025-12-12
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%
0.56github_release
2019-06-24
230_040
AI capability/accuracy will improve recursively; output-checking issues will be eliminated quickly.
Peter Diamandis
AI50%
0.56github_release
2025-11-19
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.56github_release
2023-02-10
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.56github_release
2023-01-07
234_051
Claude-facilitated dating will replace traditional matchmaking
Alex Wissner-Gross
Consumer38%
0.56github_release
2021-06-22
S_ROBOTAXI_TESLA_2026
Tesla FSD unsupervised wide deployment by Nov 2026
robotaxi_deployment40%
0.56github_release
2023-02-23
242_051
Dyson swarm compute infrastructure will be realized in a few years
Alex Wissner-Gross
Space37%
0.56github_release
2020-09-15
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%
0.56github_release
2020-09-15
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%
0.56github_release
2020-09-18
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%
0.56github_release
2022-03-25
236_028
AI chatbot/AI romance trend growing unfortunately
Andrew Yang
Consumer51%
0.56github_release
2022-08-23
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%
0.56github_release
2023-08-29
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%
0.56github_release
2023-02-10
234_051
Claude-facilitated dating will replace traditional matchmaking
Alex Wissner-Gross
Consumer38%
0.56github_release
2023-01-07
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.56github_release
2025-08-12
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.56github_release
2021-08-19
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%
0.56github_release
2022-06-27
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.56github_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%
0.56github_release
2025-08-13
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.56github_release
2024-06-28
248_032
First-generation neural uploads will be destructive; 2nd-4th generation will be non-destructive.
Alex Wissner-Gross
Biotech/Longevity42%
0.56github_release
2020-11-10
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.56github_release
2020-05-25
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%
0.56github_release
2020-06-12
CYB_010
Agentic commerce will radically redistribute — not grow — the global commerce stack, severely affecting traditional software platforms, global payment processors, digital advertising networks, and physical logistics providers. Consumer delegation of pr...
Morgan Stanley
Markets/Stocks70%
0.56github_release
2019-06-24
CMQ_015
Algorithmic efficiencies will deliver ~0.5 OOMs per year of additional effective compute through 2027 — pure multiplier on raw FLOPs.
Leopold Aschenbrenner
AI50%
0.56github_release
2019-06-24
S_ASI_SLOW_2040PLUS
ASI slow: post-2040 / soft takeoff
asi_recursive_self_improvement60%
0.56github_release
2023-04-05
CMQ_024
'Tokens per Watt' is the defining Key Performance Indicator (KPI) for the modern digital economy.
Jensen Huang
AI/Compute54%
0.56github_release
2025-11-11
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%
0.56github_release
2025-10-01
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.56github_release
2025-08-12
IND_005
Convergence of computational biology + AI-driven data modeling + CRISPR gene editing enables bringing back extinct species — Form Bio platform (spun out 2022) enables successful resurrection of woolly mammoth and Tasmanian tiger within the decade (by ~...
Ben Lamm
Biotech/Longevity33%
0.56github_release
2021-06-22
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.56github_release
2022-12-08
235_010
Plugins/marketplaces will get built into baseline models and won't need to exist independently.
Alex Wissner-Gross
AI38%
0.56github_release
2020-11-26
231_015
Next Deep Seek model release will be when Chinese open-weight models catch up to American frontier models.
Alex Wissner-Gross
AI34%