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 44 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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SimDocSourcePredDomainPrior
0.57github_release
2018-03-01
240_013
Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs
Sam Altman
AI41%
0.57github_release
2020-11-21
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.57github_release
2025-09-29
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%
0.57github_release
2025-09-03
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%
0.57github_release
2025-08-13
237_019
Code generation models are pushing development in the direction of TypeScript instead of Rust for memory safety.
Alex Wissner-Gross
AI35%
0.57github_release
2025-08-13
237_019
Code generation models are pushing development in the direction of TypeScript instead of Rust for memory safety.
Alex Wissner-Gross
AI35%
0.57github_release
2024-10-24
INF_001
Reaching AGI by 2027 will require deployment of hundreds of millions of AI GPUs — forcing total mobilization of US industrial capacity for semiconductor fab and data-center shell construction.
Leopold Aschenbrenner
AI48%
0.57github_release
2024-10-29
INF_042
Current market panic over AI compute and power will follow the historical pattern 'shortage leads to oversupply' — trillions flowing into data centers, GPU manufacturing, and energy procurement will ultimately crash the marginal cost of both compute an...
Marc Andreessen
Macro/Economy48%
0.57github_release
2022-01-27
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.57github_release
2023-08-29
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%
0.57github_release
2023-02-08
235_010
Plugins/marketplaces will get built into baseline models and won't need to exist independently.
Alex Wissner-Gross
AI38%
0.57github_release
2023-02-01
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%
0.57github_release
2025-10-28
232_014
Recursive self-improvement is already here, not 12 months away.
Alex Wissner-Gross
AI70%
0.57github_release
2025-11-11
232_014
Recursive self-improvement is already here, not 12 months away.
Alex Wissner-Gross
AI70%
0.57github_release
2025-01-31
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.57github_release
2021-07-15
248_019
US data center moratoriums will push AI compute out to LEO / sun-synchronous orbit / Dyson swarm.
Alex Wissner-Gross
Space12%
0.57github_release
2021-01-07
234_045
Moon disassembly for AI data centers may not actually be needed due to physics advances
Alex Wissner-Gross
Space37%
0.57github_release
2020-09-23
248_023
Ternary (sub-bit) parameter precision will be optimal for AI models.
Dave Blundin
AI50%
0.57github_release
2020-09-03
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%
0.57github_release
2020-08-18
234_050
Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities
Alex Wissner-Gross
AI42%
0.57github_release
2023-07-29
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.57github_release
2023-07-29
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%
0.57github_release
2022-12-08
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%
0.57github_release
2020-11-21
238_040
Google may announce a locally hosted Gemma-type model at WWDC in June 2026 for Apple OS
Alex Wissner-Gross
AI34%
0.57github_release
2019-02-09
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.57github_release
2025-10-14
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.57github_release
2025-10-01
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%
0.57github_release
2025-08-27
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%
0.57github_release
2025-08-13
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.57github_release
2022-01-27
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.57github_release
2020-05-22
COD_ROB_002
1X ships first paid NEO Early Access units to US homes in 2026
Codex Research Pack
Robotics27%
0.57github_release
2023-08-30
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%
0.57github_release
2025-04-25
CYB_004
The Agentic AI Foundation (AAIF) under the Linux Foundation — backed by Dorsey plus major cloud providers and AI labs — will establish vendor-neutral open-governance protocols for agent orchestration, ensuring critical 2030s infrastructure is not monop...
Jack Dorsey
AI58%
0.57github_release
2026-04-26
230_031
We are in an era of domain collapse — AlphaFold pattern will repeat across many fields starting now.
Alex Wissner-Gross
AI43%
0.57github_release
2025-11-13
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.57github_release
2024-09-26
231_002
Grok 5 launches in March with massive expansion in training set, parameters, and capability.
Dave Blundin
AI30%
0.57github_release
2024-09-26
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%
0.57github_release
2024-08-05
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.57github_release
2024-06-14
234_004
Mistral will emerge as a vertically integrated European OpenAI
Alex Wissner-Gross
AI35%
0.57github_release
2025-05-23
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.57github_release
2021-04-28
231_002
Grok 5 launches in March with massive expansion in training set, parameters, and capability.
Dave Blundin
AI30%
0.57github_release
2020-08-17
248_037
State data-center moratoriums will accelerate Dyson-swarm / orbital compute innovation due to constriction.
Alex Wissner-Gross
AI10%
0.57github_release
2023-07-29
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%
0.57github_release
2022-03-25
237_001
Increased hacker profile and AI-driven social engineering attacks will become more and more prevalent.
Peter Diamandis
AI55%
0.57github_release
2025-09-23
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.57github_release
2019-06-20
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%
0.57github_release
2025-10-14
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%
0.57github_release
2025-04-05
245_039
Colossal has not yet started work on dinosaurs, corals, dragons or Pokemon
Ben Lamm
Biotech/Longevity45%
0.57github_release
2025-06-28
242_044
Base AI models becoming commodity; value migrates up the stack
Alex Wissner-Gross
AI35%
0.57github_release
2023-08-17
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%