Validations Queue

64,690 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 35 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
0.59github_release
2026-03-17
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.59github_release
2023-04-10
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.59github_release
2023-03-08
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.59github_release
2025-05-28
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%
0.59github_release
2025-12-18
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.59github_release
2020-09-03
242_051
Dyson swarm compute infrastructure will be realized in a few years
Alex Wissner-Gross
Space37%
0.59github_release
2026-05-30
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.59github_release
2025-03-25
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.59github_release
2021-11-15
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%
0.59github_release
2020-11-06
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%
0.59github_release
2020-03-05
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%
0.59github_release
2018-12-19
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.59github_release
2026-03-23
245_025
Colossal gene editing efficiency has risen from 15% industry / 40% internal to 90% at hundreds of edits
Ben Lamm
Biotech/Longevity80%
0.59github_release
2021-01-05
234_048
Next major revolutions in foundation models will come from small language models
Alex Wissner-Gross
AI41%
0.59github_release
2026-01-13
239_013
Tesla will release an improved Optimus design every year
Elon Musk
Robotics37%
0.59github_release
2025-09-03
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%
0.59github_release
2025-08-13
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%
0.59github_release
2023-08-31
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%
0.59github_release
2026-01-21
237_002
We will see a lot of evolution and many OpenClaw variants emerging very quickly as an early domain being developed.
Peter Diamandis
AI55%
0.59github_release
2023-05-08
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59github_release
2025-01-27
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.59github_release
2022-12-08
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.59github_release
2022-06-15
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.59github_release
2022-06-15
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%
0.59github_release
2023-12-06
248_050
Opus 4.7 removes manual dials; prompts become the new hyperparameters.
Alex Wissner-Gross
AI45%
0.59github_release
2025-08-21
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.59github_release
2025-04-23
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%
0.59github_release
2025-11-19
AUT_021
Defining software movement of 2026: startups building autonomous platforms specifically designed to clean/structure/continuously validate multimodal data — unstructured corporate sludge (PDFs, logs, videos, emails) causes autonomous agentic workflows t...
Marc Andreessen
AI57%
0.59github_release
2026-04-21
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.59github_release
2025-05-14
248_050
Opus 4.7 removes manual dials; prompts become the new hyperparameters.
Alex Wissner-Gross
AI45%
0.59github_release
2025-09-17
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.59github_release
2024-01-03
248_032
First-generation neural uploads will be destructive; 2nd-4th generation will be non-destructive.
Alex Wissner-Gross
Biotech/Longevity42%
0.59github_release
2026-04-26
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%
0.59github_release
2020-08-04
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.59github_release
2025-10-13
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.59github_release
2025-09-18
COD_BIO_001
FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026
Codex Research Pack
Biotech/Longevity47%
0.59github_release
2018-09-26
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%
0.59github_release
2026-01-16
229_001
Figure will put robots on its own manufacturing lines (BotQ) this year to build robots.
Brett Adcock
Robotics62%
0.59github_release
2026-01-16
229_045
Figure will not differentiate by vertical form factor—general-purpose humanoid is the bet.
Brett Adcock
Robotics28%
0.59github_release
2026-01-16
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59github_release
2025-10-14
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.59github_release
2025-09-04
229_001
Figure will put robots on its own manufacturing lines (BotQ) this year to build robots.
Brett Adcock
Robotics62%
0.59github_release
2024-07-23
239_013
Tesla will release an improved Optimus design every year
Elon Musk
Robotics37%
0.59github_release
2025-09-17
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%
0.59github_release
2024-10-24
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%
0.59github_release
2026-01-21
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%
0.59github_release
2024-10-29
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.59github_release
2020-05-25
COD_ROB_002
1X ships first paid NEO Early Access units to US homes in 2026
Codex Research Pack
Robotics31%
0.59github_release
2026-03-23
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.59github_release
2022-06-15
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%