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 11 of 12, 200 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
2,287
page 11 / 12
Showing on page
200

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
0.57github_release
2025-08-15
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
2025-06-04
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.57github_release
2022-06-06
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.57github_release
2025-11-03
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.57github_release
2023-03-08
238_025
AI computer-use benchmarks (OSWorld, Tbench) have broken through human level
Emad Mostaque
AI45%
0.57github_release
2023-02-01
238_022
From here forward, training data will be synthetic (pre-training era of human internet data is over)
Alex Wissner-Gross
AI39%
0.57github_release
2023-02-01
248_023
Ternary (sub-bit) parameter precision will be optimal for AI models.
Dave Blundin
AI50%
0.57github_release
2022-11-21
COD_SPC_005
NASA Dragonfly launches on Falcon Heavy in the July 2028 window
Codex Research Pack
Space33%
0.57github_release
2025-07-08
236_028
AI chatbot/AI romance trend growing unfortunately
Andrew Yang
Consumer51%
0.57github_release
2023-02-02
S_ROBOTAXI_TESLA_2026
Tesla FSD unsupervised wide deployment by Nov 2026
robotaxi_deployment40%
0.57github_release
2026-05-11
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.57github_release
2023-02-10
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
2023-01-07
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
2025-01-31
234_004
Mistral will emerge as a vertically integrated European OpenAI
Alex Wissner-Gross
AI35%
0.57github_release
2025-08-12
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.57github_release
2021-06-22
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
2021-08-19
231_016
Permissionless agent activity is imminent; Claude-style approval prompts will go away.
Alex Wissner-Gross
AI41%
0.57github_release
2020-09-20
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.57github_release
2020-08-18
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.57github_release
2020-08-18
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%
0.57github_release
2020-09-18
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
2026-02-12
242_051
Dyson swarm compute infrastructure will be realized in a few years
Alex Wissner-Gross
Space37%
0.57github_release
2022-03-25
CMQ_055
Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes.
Brett Adcock
Robotics29%
0.57github_release
2022-03-25
CMQ_055
Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes.
Brett Adcock
Robotics29%
0.57github_release
2025-01-29
232_014
Recursive self-improvement is already here, not 12 months away.
Alex Wissner-Gross
AI70%
0.57github_release
2021-03-02
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
2025-08-13
242_044
Base AI models becoming commodity; value migrates up the stack
Alex Wissner-Gross
AI35%
0.57github_release
2024-03-08
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.57github_release
2025-06-04
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.57github_release
2024-09-04
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.57github_release
2024-06-05
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.57github_release
2024-06-05
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%
0.57github_release
2022-12-16
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.57github_release
2020-11-10
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
2020-10-22
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
2025-11-12
COD_SPC_005
NASA Dragonfly launches on Falcon Heavy in the July 2028 window
Codex Research Pack
Space33%
0.57github_release
2025-11-03
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.57github_release
2025-07-08
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.57github_release
2019-06-14
238_022
From here forward, training data will be synthetic (pre-training era of human internet data is over)
Alex Wissner-Gross
AI39%
0.57github_release
2026-01-14
S_ROBOTAXI_TESLA_2026
Tesla FSD unsupervised wide deployment by Nov 2026
robotaxi_deployment40%
0.57github_release
2022-12-27
S_ROBOTAXI_TESLA_2026
Tesla FSD unsupervised wide deployment by Nov 2026
robotaxi_deployment40%
0.57github_release
2025-04-09
COD_SPC_005
NASA Dragonfly launches on Falcon Heavy in the July 2028 window
Codex Research Pack
Space33%
0.57github_release
2025-01-31
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%
0.57github_release
2026-04-12
238_009
Recursive self-improvement is already happening now (no longer three years out)
Alex Wissner-Gross
AI78%
0.57github_release
2021-12-16
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
2026-02-12
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
2025-04-07
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.57github_release
2025-10-01
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
235_005
AI capability will grow 100x this year in raw parameter count as lower bound.
Dave Blundin
AI49%
0.57github_release
2025-06-04
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.57github_release
2023-05-08
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
2022-12-16
240_016
Everyone is underestimating the next year of AI improvements (more than 2x gain)
Dave Blundin
AI50%
0.57github_release
2023-08-29
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.57github_release
2020-06-12
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
2020-05-22
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
2025-11-03
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.57github_release
2024-09-16
S_ROBOTAXI_TESLA_2026
Tesla FSD unsupervised wide deployment by Nov 2026
robotaxi_deployment40%
0.57github_release
2023-08-04
S_ROBOTAXI_TESLA_2026
Tesla FSD unsupervised wide deployment by Nov 2026
robotaxi_deployment40%
0.57github_release
2025-12-11
234_048
Next major revolutions in foundation models will come from small language models
Alex Wissner-Gross
AI41%
0.57github_release
2025-04-09
234_004
Mistral will emerge as a vertically integrated European OpenAI
Alex Wissner-Gross
AI35%
0.57github_release
2024-08-05
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
2025-05-23
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
2022-12-21
248_037
State data-center moratoriums will accelerate Dyson-swarm / orbital compute innovation due to constriction.
Alex Wissner-Gross
AI10%
0.57github_release
2022-12-21
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
2022-12-08
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
2020-11-18
CMQ_047
Autonomous code agents and AutoResearch systems will close the loop on complex scientific experimentation without human-in-the-loop.
Andrej Karpathy
AI51%
0.57github_release
2020-09-20
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
2020-08-18
242_051
Dyson swarm compute infrastructure will be realized in a few years
Alex Wissner-Gross
Space37%
0.57github_release
2020-07-18
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
2020-05-06
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.57github_release
2022-12-08
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.57github_release
2022-03-25
236_028
AI chatbot/AI romance trend growing unfortunately
Andrew Yang
Consumer51%
0.56github_release
2025-08-13
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%
0.56github_release
2024-06-28
CMQ_025
The entire global installed base of data centers must be ripped out and replaced — legacy DCs unfit for AI factory workloads.
Jensen Huang
AI/Compute49%
0.56github_release
2024-06-28
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.56github_release
2023-12-15
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
2023-12-15
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.56github_release
2020-11-10
241_013
Agents from incompatible vendors combined will produce unpredictable effects
Eric Schmidt
AI45%
0.56github_release
2023-08-29
241_013
Agents from incompatible vendors combined will produce unpredictable effects
Eric Schmidt
AI45%
0.56github_release
2020-06-12
247_060
Anthropic will win over OpenAI via better/smarter AI regardless of installed base
Dave Blundin
AI50%
0.56github_release
2025-11-12
238_024
AI token speed will jump from ~50 tokens/sec to ~1,000 tokens/sec (Cerebras)
Emad Mostaque
AI37%
0.56github_release
2025-12-03
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.56github_release
2025-12-03
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.56github_release
2023-05-22
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.56github_release
2023-02-10
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.56github_release
2025-01-31
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
2025-06-28
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.56github_release
2025-05-23
234_048
Next major revolutions in foundation models will come from small language models
Alex Wissner-Gross
AI41%
0.56github_release
2021-04-28
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%
0.56github_release
2020-09-20
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%
0.56github_release
2020-09-15
248_037
State data-center moratoriums will accelerate Dyson-swarm / orbital compute innovation due to constriction.
Alex Wissner-Gross
AI10%
0.56github_release
2020-06-22
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
2022-12-08
242_051
Dyson swarm compute infrastructure will be realized in a few years
Alex Wissner-Gross
Space37%
0.56github_release
2021-03-02
COD_AI_001
Vera Rubin becomes commercially available across major cloud and OEM partners by H2 2026
Codex Research Pack
Technology51%
0.56github_release
2025-08-27
235_010
Plugins/marketplaces will get built into baseline models and won't need to exist independently.
Alex Wissner-Gross
AI38%
0.56github_release
2025-08-13
239_003
We are currently in AI hard takeoff
Elon Musk
AI47%
0.56github_release
2020-05-30
241_013
Agents from incompatible vendors combined will produce unpredictable effects
Eric Schmidt
AI45%
0.56github_release
2023-02-01
235_041
Anthropic implied valuation using PE ratio could be one quadrillion dollars.
Dave Blundin
Markets/Stocks41%
0.56github_release
2025-07-08
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.56github_release
2023-05-22
234_051
Claude-facilitated dating will replace traditional matchmaking
Alex Wissner-Gross
Consumer38%
0.56github_release
2023-01-07
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.56github_release
2026-04-10
234_048
Next major revolutions in foundation models will come from small language models
Alex Wissner-Gross
AI41%
0.56github_release
2025-11-11
234_048
Next major revolutions in foundation models will come from small language models
Alex Wissner-Gross
AI41%
0.56github_release
2025-10-01
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
2025-06-28
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.56github_release
2021-02-22
248_019
US data center moratoriums will push AI compute out to LEO / sun-synchronous orbit / Dyson swarm.
Alex Wissner-Gross
Space12%
0.56github_release
2020-09-15
237_030
Lobsters/AI agents will write to AWG with consensus on appropriate ethical parameters for spawning new lobsters, and he will accept consensus.
Alex Wissner-Gross
AI38%
0.56github_release
2020-08-17
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
2020-05-06
234_048
Next major revolutions in foundation models will come from small language models
Alex Wissner-Gross
AI41%
0.56github_release
2024-10-30
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%
0.56github_release
2021-01-28
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.56github_release
2022-03-25
236_028
AI chatbot/AI romance trend growing unfortunately
Andrew Yang
Consumer51%
0.56github_release
2025-09-03
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs55%
0.56github_release
2025-06-04
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.56github_release
2023-12-15
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.56github_release
2023-12-15
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
2020-05-25
238_039
Apple's underused unified memory overhang will likely collapse within the next year
Alex Wissner-Gross
AI43%
0.56github_release
2022-11-21
234_048
Next major revolutions in foundation models will come from small language models
Alex Wissner-Gross
AI41%
0.56github_release
2022-11-21
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.56github_release
2025-04-09
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%
0.56github_release
2025-06-28
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs55%
0.56github_release
2021-02-22
238_022
From here forward, training data will be synthetic (pre-training era of human internet data is over)
Alex Wissner-Gross
AI39%
0.56github_release
2021-02-22
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.56github_release
2022-12-21
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
242_051
Dyson swarm compute infrastructure will be realized in a few years
Alex Wissner-Gross
Space37%
0.56github_release
2021-07-21
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
2021-07-21
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
2022-12-08
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis87%
0.56github_release
2019-02-26
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
2025-10-22
232_014
Recursive self-improvement is already here, not 12 months away.
Alex Wissner-Gross
AI70%
0.56github_release
2025-10-22
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.56github_release
2026-04-23
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%
0.56github_release
2026-04-23
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.56github_release
2025-09-17
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%
0.56github_release
2025-09-09
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
2025-08-13
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%
0.56github_release
2025-08-15
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.56github_release
2025-07-08
S_IPO_TRILLION_2026
First $1T+ IPO in 2026
ipo_trillion_plus25%
0.56github_release
2021-06-22
243_015
Software space for autonomous may consolidate to fewer than 10 providers
Dara Khosrowshahi
Auto/Transport46%
0.56github_release
2020-08-17
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%
0.56github_release
2024-10-30
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI41%
0.56github_release
2024-10-30
CMQ_047
Autonomous code agents and AutoResearch systems will close the loop on complex scientific experimentation without human-in-the-loop.
Andrej Karpathy
AI51%
0.56github_release
2022-03-25
236_028
AI chatbot/AI romance trend growing unfortunately
Andrew Yang
Consumer51%
0.56github_release
2025-10-22
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs55%
0.56github_release
2025-04-07
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%
0.56github_release
2025-08-15
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.56github_release
2020-05-30
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%
0.56github_release
2025-11-19
COD_AI_001
Vera Rubin becomes commercially available across major cloud and OEM partners by H2 2026
Codex Research Pack
Technology51%
0.56github_release
2026-04-10
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
2022-03-25
237_001
Increased hacker profile and AI-driven social engineering attacks will become more and more prevalent.
Peter Diamandis
AI55%
0.56github_release
2026-05-27
AI_028
Decentralized offline messaging via Bluetooth Low Energy (BLE) mesh networks — exemplified by Dorsey's launch of Bitchat — will become critical infrastructure for verifiable human communication as the internet is flooded with synthetic content and deep...
Jack Dorsey
Crypto28%
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
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
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
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%
0.56github_release
2024-10-30
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.56github_release
2022-03-25
CMQ_055
Multimodal voice recognition powered by generative AI will serve as the default user interface for humanoid physical workers — speak instructions, robot executes.
Brett Adcock
Robotics29%
0.56github_release
2025-09-29
235_010
Plugins/marketplaces will get built into baseline models and won't need to exist independently.
Alex Wissner-Gross
AI38%
0.56github_release
2024-09-04
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
2020-06-12
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%