Validations Queue

50,713 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 6 of 937, 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.

Pending (total)
50,713
Reviewed
13
Filtered
46,826
page 6 / 937
Showing on page
50

Filters

URL params control source + min-similarity threshold
Page size

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
0.75arxiv
2026-06-04
CMQ_042
As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory.
Morgan Stanley
AI/Compute35%
0.75arxiv
2026-06-05
ROB_022
Maintaining technological competitiveness in Physical AI is an acute, existential matter of national security — falling behind in industrial automation translates directly to loss of geopolitical hegemony; the nation that controls the physical fabricat...
Eric Schmidt
Defense75%
0.75manifold
2026-05-08
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.75manifold
2026-05-17
247_010
Anthropic will beat OpenAI in valuation trajectory
Dave Blundin
AI40%
0.75manifold
2026-05-16
235_002
Anthropic will exceed OpenAI in revenue this year (2026).
Dave Blundin
AI75%
0.75arxiv
2026-05-18
CYB_006
When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr...
Kevin Weil
AI63%
0.75arxiv
2026-06-04
ROB_013
Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g...
Jimmy Ba
Robotics62%
0.75manifold
2026-06-08
246_055
We WILL figure out AI safety/regulation but only after something really bad happens.
Dave Blundin
AI45%
0.75manifold
2026-05-10
234_013
Extrapolating Anthropic growth, they will hit $1 trillion revenue in 2029
Dave Blundin
Markets/Stocks42%
0.75polymarket
2026-02-03
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.75manifold
2026-05-18
234_018
GPT-5.3 and 5.5 or higher variants could launch in next 10 weeks
Alex Wissner-Gross
AI38%
0.75manifold
2026-05-16
S_IPO_TRILLION_2027
First $1T+ IPO in 2027
ipo_trillion_plus40%
0.75arxiv
2026-05-28
CMQ_042
As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory.
Morgan Stanley
AI/Compute35%
0.75polymarket
2025-10-10
247_010
Anthropic will beat OpenAI in valuation trajectory
Dave Blundin
AI40%
0.75polymarket
2026-02-03
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.75manifold
2026-05-16
234_015
Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months
Peter Diamandis
Markets/Stocks45%
0.75manifold
2026-05-18
236_008
First $100 trillion dollar companies and multi-trillionaires will come online
Peter Diamandis
Markets/Stocks53%
0.75arxiv
2026-05-28
ROB_013
Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g...
Jimmy Ba
Robotics62%
0.75polymarket
2025-10-10
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.75polymarket
2026-05-20
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.75manifold
2026-06-03
234_013
Extrapolating Anthropic growth, they will hit $1 trillion revenue in 2029
Dave Blundin
Markets/Stocks42%
0.75arxiv
2026-06-03
ROB_013
Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g...
Jimmy Ba
Robotics62%
0.75codex_research_pack
2025-03-19
CMQ_001
By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervised, economically useful tasks.
Sam Altman
AI45%
0.75codex_research_pack
2025-03-19
CMQ_005
AI will handle the entire software development process end-to-end within 6-12 months (by late 2026) — humans relegated to reviewer/editor role.
Dario Amodei
AI56%
0.75codex_research_pack
2026-04-26
CMQ_001
By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervised, economically useful tasks.
Sam Altman
AI45%
0.75codex_research_pack
2026-04-26
CMQ_005
AI will handle the entire software development process end-to-end within 6-12 months (by late 2026) — humans relegated to reviewer/editor role.
Dario Amodei
AI56%
0.75codex_research_pack
2025-01-21
231_030
US AI industry needs 80 gigawatts of power in the next 3-5 years (Eric Schmidt cited).
Eric Schmidt
Energy49%
0.75codex_research_pack
2025-01-21
246_037
50% of US data centers delayed, only 33% being built (due to chip/electrical equipment shortage and regulation).
Peter Diamandis
AI53%
0.75codex_research_pack
2025-01-21
INF_032
Residential electricity costs are a structural byproduct of DC buildout: Washington state household electricity costs rose 10.3% from 2024 to 2025 directly tied to infrastructure strain, with utility-proposed rate increases projecting residential price...
Seattle Met / Washington State regulators
Macro/Economy54%
0.75codex_research_pack
2025-07-22
231_030
US AI industry needs 80 gigawatts of power in the next 3-5 years (Eric Schmidt cited).
Eric Schmidt
Energy49%
0.75codex_research_pack
2025-07-22
246_037
50% of US data centers delayed, only 33% being built (due to chip/electrical equipment shortage and regulation).
Peter Diamandis
AI53%
0.75codex_research_pack
2025-07-22
INF_032
Residential electricity costs are a structural byproduct of DC buildout: Washington state household electricity costs rose 10.3% from 2024 to 2025 directly tied to infrastructure strain, with utility-proposed rate increases projecting residential price...
Seattle Met / Washington State regulators
Macro/Economy54%
0.75codex_research_pack
2025-09-24
231_030
US AI industry needs 80 gigawatts of power in the next 3-5 years (Eric Schmidt cited).
Eric Schmidt
Energy49%
0.75codex_research_pack
2025-09-24
246_037
50% of US data centers delayed, only 33% being built (due to chip/electrical equipment shortage and regulation).
Peter Diamandis
AI53%
0.75codex_research_pack
2025-09-24
INF_032
Residential electricity costs are a structural byproduct of DC buildout: Washington state household electricity costs rose 10.3% from 2024 to 2025 directly tied to infrastructure strain, with utility-proposed rate increases projecting residential price...
Seattle Met / Washington State regulators
Macro/Economy54%
0.75codex_research_pack
2026-01-06
235_025
Nvidia's margins unsustainable; cracks in armor but all chips made will sell.
Dave Blundin
Markets/Stocks45%
0.75codex_research_pack
2026-01-06
CMQ_022
AGI will arrive within a decade (by 2030) — driven primarily by massive raw compute deployment and neural-network scaling.
Elon Musk
AI34%
0.75codex_research_pack
2026-03-16
235_025
Nvidia's margins unsustainable; cracks in armor but all chips made will sell.
Dave Blundin
Markets/Stocks45%
0.75codex_research_pack
2026-03-16
CMQ_022
AGI will arrive within a decade (by 2030) — driven primarily by massive raw compute deployment and neural-network scaling.
Elon Musk
AI34%
0.75codex_research_pack
2026-03-16
248_019
US data center moratoriums will push AI compute out to LEO / sun-synchronous orbit / Dyson swarm.
Alex Wissner-Gross
Space12%
0.75codex_research_pack
2026-03-16
INF_018
SpaceX will pursue orbital data-center megaconstellations — leveraging 24/7 solar, near-absolute-zero vacuum for passive cooling, and eliminating freshwater consumption constraints of terrestrial facilities.
Elon Musk
Space28%
0.75codex_research_pack
2026-04-28
235_046
Window of global AI regulation is a few months before capabilities proliferate widely.
Dave Blundin
Geopolitics42%
0.75codex_research_pack
2026-04-28
235_046
Window of global AI regulation is a few months before capabilities proliferate widely.
Dave Blundin
Geopolitics42%
0.75codex_research_pack
2026-04-29
229_014
Figure will be able to make millions of robots via BotQ and future BotQ expansion.
Brett Adcock
Robotics35%
0.75codex_research_pack
2026-04-29
229_015
The current Figure facility will top out around 50,000 units per year at full capacity.
Brett Adcock
Robotics43%
0.75codex_research_pack
2026-04-29
229_016
Figure will scale manufacturing from thousands to tens of thousands to hundreds of thousands to millions of robots per year.
Brett Adcock
Robotics37%
0.75codex_research_pack
2025-03-16
229_014
Figure will be able to make millions of robots via BotQ and future BotQ expansion.
Brett Adcock
Robotics35%
0.75codex_research_pack
2025-03-16
229_015
The current Figure facility will top out around 50,000 units per year at full capacity.
Brett Adcock
Robotics43%
0.75codex_research_pack
2025-03-16
229_016
Figure will scale manufacturing from thousands to tens of thousands to hundreds of thousands to millions of robots per year.
Brett Adcock
Robotics37%
0.75codex_research_pack
2026-04-30
SEM_041
At least 100,000 personal AI robots will be preordered in 2025 (driven by speech/vision/dexterity advances).
Brett Adcock
Robotics42%