Validations Queue

106,328 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 2 of 6, 500 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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Bulk action
SimDocSourcePredDomainPrior
0.64github_release
2026-02-05
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.64github_release
2026-01-26
240_015
Post-transformer architectures will make a 1000x cost reduction look like child's play
Alex Wissner-Gross
AI42%
0.64github_release
2024-06-18
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.64github_release
2025-01-29
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.64github_release
2022-06-28
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.64github_release
2021-10-21
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.64github_release
2026-05-06
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.64github_release
2023-10-20
237_022
Alex Finn plans to build an autonomous closed-loop organization where agents research, validate, code and deploy value on the web in coming years.
Alex Finn
AI33%
0.64github_release
2021-06-30
229_046
Current Figure robots have 3-5x headroom in speed via existing actuators once software enables it.
Brett Adcock
Robotics28%
0.64github_release
2025-08-12
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%
0.64github_release
2026-02-09
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.64github_release
2021-06-30
241_029
Humanoid robot assembly of rockets is beyond current robots for a long time
Eric Schmidt
Robotics12%
0.64github_release
2022-02-15
AUT_017
Defining 2023-2026 shift: maturation of 'Agentic AI' via heavy fine-tuning of pre-trained LLMs using advanced reinforcement learning techniques — single foundational models seamlessly handling diverse complex tasks (market analysis, software engineerin...
Jimmy Ba
AI65%
0.64github_release
2026-06-08
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI28%
0.64github_release
2024-09-13
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.64github_release
2026-03-17
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.64github_release
2026-06-24
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.64github_release
2026-03-17
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.64github_release
2026-03-13
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.64github_release
2026-03-05
238_025
AI computer-use benchmarks (OSWorld, Tbench) have broken through human level
Emad Mostaque
AI45%
0.64github_release
2026-02-10
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.64github_release
2025-12-11
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.64github_release
2025-12-11
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.64github_release
2022-03-10
INF_009
The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute.
Alex Wissner-Gross
AI17%
0.64github_release
2026-01-08
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%
0.64github_release
2025-01-29
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.64github_release
2022-10-28
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.64github_release
2022-06-28
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%
0.64github_release
2024-03-15
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.64github_release
2023-04-20
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.64github_release
2025-04-28
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.64github_release
2020-09-18
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%
0.64github_release
2026-05-11
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI28%
0.64github_release
2026-06-24
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.64github_release
2026-06-17
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.63github_release
2026-02-14
234_050
Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities
Alex Wissner-Gross
AI42%
0.63github_release
2026-04-09
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.63github_release
2025-09-04
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.63github_release
2024-09-30
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.63github_release
2024-07-11
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.63github_release
2024-07-02
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%
0.63github_release
2024-07-02
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.63github_release
2025-01-29
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.63github_release
2024-01-30
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.63github_release
2022-10-28
240_013
Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs
Sam Altman
AI41%
0.63github_release
2026-05-06
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.63github_release
2023-10-20
SPC_025
Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics.
Leopold Aschenbrenner
AI64%
0.63github_release
2020-10-22
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%
0.63github_release
2025-01-06
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2024-07-26
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.63github_release
2024-07-25
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.63github_release
2025-09-01
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.63github_release
2026-05-19
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.63github_release
2026-05-26
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.63github_release
2023-10-19
IND_012
NVIDIA BioNeMo platform + Evo 2 model fundamentally compresses a century of biology into a decade — Evo 2 achieves 90% accuracy in BRCA1 predictions; AI models will seamlessly transition generated biological designs into practical, synthesized clinical...
Jensen Huang
Biotech/Longevity68%
0.63github_release
2022-04-22
242_044
Base AI models becoming commodity; value migrates up the stack
Alex Wissner-Gross
AI35%
0.63github_release
2022-03-15
248_038
We will see humanoid robot threats alongside the current Sam Altman backlash.
Salim Ismail
Robotics34%
0.63github_release
2020-05-04
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.63github_release
2025-11-13
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI28%
0.63github_release
2021-04-13
238_005
By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly free
Alex Wissner-Gross
AI39%
0.63github_release
2026-03-05
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2026-02-24
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2025-12-15
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2025-12-10
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.63github_release
2025-11-10
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2022-06-13
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.63github_release
2022-03-10
INF_008
Leading AI model intelligence has been improving by roughly 2.5 IQ points per month since May 2024 — a sustained compounding rate that rapidly surpasses human-level baselines and mandates continuous hardware refresh cycles.
Alex Wissner-Gross
AI39%
0.63github_release
2026-04-02
240_013
Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs
Sam Altman
AI41%
0.63github_release
2026-02-05
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%
0.63github_release
2026-01-26
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.63github_release
2024-10-16
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.63github_release
2024-06-18
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%
0.63github_release
2024-03-07
238_025
AI computer-use benchmarks (OSWorld, Tbench) have broken through human level
Emad Mostaque
AI45%
0.63github_release
2024-10-17
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.63github_release
2022-10-28
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.63github_release
2021-10-21
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%
0.63github_release
2020-10-14
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.63github_release
2026-05-05
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.63github_release
2023-03-31
S_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
robotaxi_deployment30%
0.63github_release
2020-01-21
S_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
robotaxi_deployment30%
0.63github_release
2025-08-12
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%
0.63github_release
2025-11-12
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.63github_release
2025-01-31
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.63github_release
2026-05-11
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2026-05-21
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2026-03-26
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.63github_release
2025-12-11
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.63github_release
2026-06-17
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.63github_release
2026-06-17
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.63github_release
2026-06-24
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.63github_release
2026-04-28
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2026-03-05
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2026-02-24
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2026-02-10
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2022-01-28
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.63github_release
2025-12-01
240_019
Post-transformer architecture will come out of left field within a year
Dave Blundin
AI32%
0.63github_release
2024-10-07
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.63github_release
2026-05-07
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2021-06-30
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%
0.63github_release
2020-01-21
247_010
Anthropic will beat OpenAI in valuation trajectory
Dave Blundin
AI40%
0.63github_release
2025-01-06
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.63github_release
2025-11-12
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.63github_release
2026-04-21
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
AI52%
0.63github_release
2024-02-28
239_003
We are currently in AI hard takeoff
Elon Musk
AI47%
0.63github_release
2024-02-16
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.63github_release
2019-06-14
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%
0.63github_release
2022-08-22
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%
0.63github_release
2021-04-13
232_008
Real-time AI video generation will break any video/voice-based security mechanisms.
Ben Horowitz
AI46%
0.63github_release
2020-11-12
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.63github_release
2019-12-04
SEM_021
Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs.
Dave Blundin
AI/China45%
0.63github_release
2023-10-31
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.63github_release
2020-08-28
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.63github_release
2026-04-22
234_048
Next major revolutions in foundation models will come from small language models
Alex Wissner-Gross
AI41%
0.63github_release
2026-05-04
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.63github_release
2026-05-04
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2026-04-28
230_046
OpenAI's Noam Brown has only ~3 months of future model access internally — dramatic capability gap with public.
Dave Blundin
AI43%
0.63github_release
2026-03-05
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.63github_release
2026-01-26
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.63github_release
2025-08-06
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.63github_release
2024-10-17
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.63github_release
2020-09-18
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%
0.63github_release
2025-09-24
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2025-06-25
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.63github_release
2026-05-14
239_003
We are currently in AI hard takeoff
Elon Musk
AI47%
0.63github_release
2026-05-19
231_001
Anthropic model family is closest to embodying the singularity and recursive self-improvement today.
Alex Wissner-Gross
AI41%
0.63github_release
2019-10-14
INF_009
The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute.
Alex Wissner-Gross
AI17%
0.63github_release
2020-05-17
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.63github_release
2025-11-13
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.63github_release
2026-06-12
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%
0.63github_release
2026-06-12
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
AI52%
0.63github_release
2026-06-24
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.63github_release
2026-03-13
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2026-02-24
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2025-12-19
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.63github_release
2025-12-10
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2026-04-09
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.63github_release
2025-11-25
248_038
We will see humanoid robot threats alongside the current Sam Altman backlash.
Salim Ismail
Robotics34%
0.63github_release
2024-10-24
SEM_012
Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.
Jensen Huang
AI/Manufacturing75%
0.63github_release
2024-09-30
SEM_012
Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.
Jensen Huang
AI/Manufacturing75%
0.63github_release
2023-11-14
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.63github_release
2021-06-30
229_020
By end of 2026, Figure will be able to drop a robot into an unseen home and do fairly long-horizon work.
Brett Adcock
Robotics20%
0.63github_release
2019-08-15
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.63github_release
2023-04-26
242_044
Base AI models becoming commodity; value migrates up the stack
Alex Wissner-Gross
AI35%
0.63github_release
2025-11-12
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.63github_release
2026-04-21
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.63github_release
2026-03-05
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.63github_release
2020-11-12
242_051
Dyson swarm compute infrastructure will be realized in a few years
Alex Wissner-Gross
Space37%
0.63github_release
2022-08-10
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.63github_release
2025-12-19
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2025-11-04
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.63github_release
2022-06-13
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%
0.63github_release
2026-04-09
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.63github_release
2024-10-16
SEM_012
Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.
Jensen Huang
AI/Manufacturing75%
0.63github_release
2021-10-21
SEM_012
Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.
Jensen Huang
AI/Manufacturing75%
0.63github_release
2026-05-06
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.63github_release
2023-03-31
S_HUMANOID_ENTERPRISE_2028
Humanoid R2: 100K+ enterprise by Nov 2028
humanoid_deployment50%
0.63github_release
2019-05-30
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%
0.63github_release
2023-10-25
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.63github_release
2021-06-30
S_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
robotaxi_deployment30%
0.63github_release
2026-03-08
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.63github_release
2025-10-07
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI28%
0.63github_release
2019-07-19
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI28%
0.63github_release
2020-08-28
248_032
First-generation neural uploads will be destructive; 2nd-4th generation will be non-destructive.
Alex Wissner-Gross
Biotech/Longevity42%
0.63github_release
2026-04-28
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.63github_release
2026-03-13
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2026-03-05
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2025-12-16
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2026-02-18
234_012
Anthropic revenue will cross OpenAI revenue in middle of 2026
Peter Diamandis
Markets/Stocks67%
0.63github_release
2026-02-18
246_047
Anthropic ARR reached $30B, surpassing OpenAI's $24-25B.
Peter Diamandis
AI76%
0.63github_release
2026-02-03
231_001
Anthropic model family is closest to embodying the singularity and recursive self-improvement today.
Alex Wissner-Gross
AI41%
0.63github_release
2023-04-05
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.63github_release
2024-10-07
SEM_012
Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.
Jensen Huang
AI/Manufacturing75%
0.63github_release
2023-10-25
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.63github_release
2023-07-05
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.63github_release
2024-10-17
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%
0.63github_release
2026-05-06
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2023-10-20
S_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
robotaxi_deployment30%
0.63github_release
2020-09-18
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%
0.63github_release
2019-10-14
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.63github_release
2019-05-30
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.63github_release
2025-01-06
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI28%
0.63github_release
2024-04-29
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.63github_release
2023-10-25
S_ROBOTAXI_TESLA_2026
Tesla FSD unsupervised wide deployment by Nov 2026
robotaxi_deployment40%
0.63github_release
2024-02-28
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
AI52%
0.63github_release
2026-05-14
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.63github_release
2026-06-01
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2021-07-30
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.63github_release
2022-04-22
236_028
AI chatbot/AI romance trend growing unfortunately
Andrew Yang
Consumer51%
0.63github_release
2020-11-11
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%
0.63github_release
2020-04-27
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.63github_release
2026-06-12
CMQ_047
Autonomous code agents and AutoResearch systems will close the loop on complex scientific experimentation without human-in-the-loop.
Andrej Karpathy
AI51%
0.63github_release
2026-03-25
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2026-02-24
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%
0.63github_release
2025-12-04
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.63github_release
2026-01-08
SEM_021
Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs.
Dave Blundin
AI/China45%
0.63github_release
2026-03-23
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.63github_release
2021-10-21
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.63github_release
2026-04-17
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.63github_release
2024-03-15
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%
0.63github_release
2022-12-08
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.63github_release
2020-09-18
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%
0.63github_release
2020-09-18
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.63github_release
2024-03-01
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.63github_release
2022-01-10
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.63github_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%
0.63github_release
2026-03-24
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%
0.63github_release
2024-12-27
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.63github_release
2024-07-26
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.63github_release
2026-05-13
INF_072
There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently.
Demis Hassabis
AI40%
0.63github_release
2026-05-19
247_060
Anthropic will win over OpenAI via better/smarter AI regardless of installed base
Dave Blundin
AI50%
0.63github_release
2025-11-13
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.63github_release
2026-06-16
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2026-04-28
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.63github_release
2026-04-08
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2026-03-13
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2026-02-24
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2025-12-11
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2025-12-10
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2025-11-13
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.63github_release
2023-04-05
239_003
We are currently in AI hard takeoff
Elon Musk
AI47%
0.63github_release
2022-12-13
CMQ_010
True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.
Demis Hassabis
AI49%
0.63github_release
2026-02-16
240_013
Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs
Sam Altman
AI41%
0.63github_release
2026-01-08
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.63github_release
2025-03-12
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%
0.63github_release
2024-10-24
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.63github_release
2024-03-07
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.63github_release
2024-10-17
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.63github_release
2024-04-24
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.63github_release
2024-04-24
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.63github_release
2026-05-06
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.63github_release
2026-05-07
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.63github_release
2022-01-10
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.63github_release
2019-05-30
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.63github_release
2025-01-31
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.63github_release
2024-07-26
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%
0.63github_release
2026-05-11
235_043
Anthropic may win legal challenge against Dept of War classification.
Salim Ismail
Defense36%
0.63github_release
2024-02-28
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%
0.63github_release
2026-05-13
231_015
Next Deep Seek model release will be when Chinese open-weight models catch up to American frontier models.
Alex Wissner-Gross
AI34%
0.63github_release
2026-06-10
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2021-09-10
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.63github_release
2020-11-12
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.63github_release
2022-12-19
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%
0.63github_release
2026-06-16
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2026-03-25
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.63github_release
2026-02-14
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.63github_release
2026-02-05
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.63github_release
2026-01-27
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2026-01-09
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.63github_release
2025-12-16
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.63github_release
2025-11-13
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.63github_release
2026-04-13
236_028
AI chatbot/AI romance trend growing unfortunately
Andrew Yang
Consumer51%
0.63github_release
2025-12-01
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.63github_release
2024-02-26
238_025
AI computer-use benchmarks (OSWorld, Tbench) have broken through human level
Emad Mostaque
AI45%
0.63github_release
2021-06-30
S_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
robotaxi_deployment30%
0.63github_release
2019-08-15
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.63github_release
2023-04-20
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.63github_release
2023-04-26
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%
0.63github_release
2026-01-23
248_048
AI models will move to a post-binary (sub-one-bit) numerical precision paradigm.
Alex Wissner-Gross
AI34%
0.63github_release
2024-09-12
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.63github_release
2025-03-20
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.63github_release
2026-06-01
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.63github_release
2019-06-14
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%
0.63github_release
2026-03-16
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI28%
0.63github_release
2025-11-21
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.63github_release
2020-11-11
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.63github_release
2026-06-24
238_025
AI computer-use benchmarks (OSWorld, Tbench) have broken through human level
Emad Mostaque
AI45%
0.62github_release
2026-04-08
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.62github_release
2026-02-24
CMQ_001
By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervised, economically useful tasks.
Sam Altman
AI45%
0.62github_release
2026-02-10
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.62github_release
2026-01-09
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2025-12-04
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.62github_release
2025-12-04
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2025-11-17
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2026-02-03
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.62github_release
2022-12-13
235_005
AI capability will grow 100x this year in raw parameter count as lower bound.
Dave Blundin
AI49%
0.62github_release
2022-12-13
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%
0.62github_release
2026-01-26
INF_072
There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently.
Demis Hassabis
AI40%
0.62github_release
2026-01-08
238_071
Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs
Alex Wissner-Gross
AI35%
0.62github_release
2024-09-30
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.62github_release
2024-03-07
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%
0.62github_release
2026-05-06
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.62github_release
2026-05-06
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.62github_release
2024-03-15
237_022
Alex Finn plans to build an autonomous closed-loop organization where agents research, validate, code and deploy value on the web in coming years.
Alex Finn
AI33%
0.62github_release
2024-03-15
CMQ_047
Autonomous code agents and AutoResearch systems will close the loop on complex scientific experimentation without human-in-the-loop.
Andrej Karpathy
AI51%
0.62github_release
2020-10-22
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.62github_release
2018-07-12
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.62github_release
2026-02-20
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.62github_release
2024-12-27
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%
0.62github_release
2024-07-25
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%
0.62github_release
2024-04-29
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.62github_release
2026-05-11
247_060
Anthropic will win over OpenAI via better/smarter AI regardless of installed base
Dave Blundin
AI50%
0.62github_release
2025-03-20
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.62github_release
2026-04-21
COD_BIO_005
Colossal adds at least one more de-extinction species to active embryo-transfer pipeline by end 2028
Codex Research Pack
Biotech/Longevity47%
0.62github_release
2026-04-21
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%
0.62github_release
2025-05-28
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.62github_release
2024-02-28
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.62github_release
2024-02-28
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.62github_release
2026-05-21
235_005
AI capability will grow 100x this year in raw parameter count as lower bound.
Dave Blundin
AI49%
0.62github_release
2020-01-21
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%
0.62github_release
2021-03-13
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.62github_release
2020-03-05
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.62github_release
2026-03-08
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI28%
0.62github_release
2025-10-07
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.62github_release
2020-11-12
239_003
We are currently in AI hard takeoff
Elon Musk
AI47%
0.62github_release
2026-06-17
INF_009
The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute.
Alex Wissner-Gross
AI17%
0.62github_release
2026-03-25
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2026-02-24
TK01
AGI Capability Plateau (2026-27 Training Stall)
15%
0.62github_release
2026-02-10
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.62github_release
2026-02-05
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2026-01-27
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2026-01-09
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.62github_release
2025-12-19
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.62github_release
2025-12-16
234_050
Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities
Alex Wissner-Gross
AI42%
0.62github_release
2025-12-16
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.62github_release
2025-12-15
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.62github_release
2026-02-03
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%
0.62github_release
2022-12-13
IND_012
NVIDIA BioNeMo platform + Evo 2 model fundamentally compresses a century of biology into a decade — Evo 2 achieves 90% accuracy in BRCA1 predictions; AI models will seamlessly transition generated biological designs into practical, synthesized clinical...
Jensen Huang
Biotech/Longevity68%
0.62github_release
2022-06-13
234_050
Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities
Alex Wissner-Gross
AI42%
0.62github_release
2021-07-16
ROB_004
By approximately 2027-2028, collaborative AI programs will essentially 'solve physics' — unifying general relativity and quantum mechanics into a new mathematical framework; the core mission of DeepMind is to 'first solve AI, then use AI to solve every...
Demis Hassabis
AI8%
0.62github_release
2026-04-28
FUT_003
Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m...
Superforecaster Community
AI100%
0.62github_release
2025-11-25
238_071
Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs
Alex Wissner-Gross
AI35%
0.62github_release
2025-09-04
238_040
Google may announce a locally hosted Gemma-type model at WWDC in June 2026 for Apple OS
Alex Wissner-Gross
AI34%
0.62github_release
2026-03-06
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.62github_release
2024-03-07
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.62github_release
2024-03-07
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%
0.62github_release
2023-11-03
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.62github_release
2026-05-07
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2023-03-31
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.62github_release
2025-01-06
248_014
If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.
Alex Wissner-Gross
AI32%
0.62github_release
2025-11-12
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.62github_release
2025-04-28
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%
0.62github_release
2024-12-27
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.62github_release
2024-09-12
229_047
Figure's 3,000 B200 GPU cluster is coming online for Helix pre-training with much larger GPUs planned.
Brett Adcock
AI77%
0.62github_release
2026-01-07
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.62github_release
2026-05-20
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%
0.62github_release
2026-06-01
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2020-01-21
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.62github_release
2026-03-26
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.62github_release
2026-02-17
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.62github_release
2025-10-07
CMQ_029
DRAM manufacturers must expand production aggressively — 'NVIDIA will buy all you can make'.
Jensen Huang
Semis/Memory74%
0.62github_release
2021-09-10
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%
0.62github_release
2019-12-04
CMQ_027
The inference inflection has arrived — industry transitioning from training-dominated capex (2023-2025) to inference-dominated economics (2026+).
Jensen Huang
AI/Compute92%
0.62github_release
2026-03-05
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.62github_release
2026-02-23
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2026-02-10
234_021
OpenAI will launch consumer AI devices in 2027
Peter Diamandis
AI50%
0.62github_release
2026-01-09
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.62github_release
2023-01-12
INF_008
Leading AI model intelligence has been improving by roughly 2.5 IQ points per month since May 2024 — a sustained compounding rate that rapidly surpasses human-level baselines and mandates continuous hardware refresh cycles.
Alex Wissner-Gross
AI39%
0.62github_release
2022-06-13
ROB_004
By approximately 2027-2028, collaborative AI programs will essentially 'solve physics' — unifying general relativity and quantum mechanics into a new mathematical framework; the core mission of DeepMind is to 'first solve AI, then use AI to solve every...
Demis Hassabis
AI8%
0.62github_release
2022-01-28
INF_072
There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently.
Demis Hassabis
AI40%
0.62github_release
2026-04-09
248_038
We will see humanoid robot threats alongside the current Sam Altman backlash.
Salim Ismail
Robotics34%
0.62github_release
2026-03-04
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.62github_release
2025-12-01
240_013
Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs
Sam Altman
AI41%
0.62github_release
2024-10-16
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.62github_release
2024-10-07
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.62github_release
2024-02-26
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.62github_release
2024-07-24
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.62github_release
2024-04-24
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%
0.62github_release
2020-10-14
229_008
By end of 2026, Figure's robot hardware will be capable of performing what surgeons can do (teleoperated).
Brett Adcock
Biotech/Longevity44%
0.62github_release
2023-03-31
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%
0.62github_release
2019-10-14
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%
0.62github_release
2019-10-14
INF_009
The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute.
Alex Wissner-Gross
AI17%
0.62github_release
2025-09-24
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.62github_release
2026-02-20
229_047
Figure's 3,000 B200 GPU cluster is coming online for Helix pre-training with much larger GPUs planned.
Brett Adcock
AI77%
0.62github_release
2025-04-28
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%
0.62github_release
2025-01-31
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.62github_release
2024-07-25
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.62github_release
2025-05-12
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%
0.62github_release
2026-05-13
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.62github_release
2026-06-01
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.62github_release
2025-10-23
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.62github_release
2025-10-07
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.62github_release
2021-09-10
240_013
Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs
Sam Altman
AI41%
0.62github_release
2021-04-13
238_038
Compute will remain scarce until Dyson swarm is built; scarce AI agent attention will be monetized
Alex Wissner-Gross
AI35%
0.62github_release
2019-12-04
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.62github_release
2026-06-15
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.62github_release
2024-09-13
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%
0.62github_release
2024-06-27
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.62github_release
2021-10-06
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.62github_release
2026-05-15
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%
0.62github_release
2026-05-04
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.62github_release
2026-04-08
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.62github_release
2026-03-13
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.62github_release
2026-03-05
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%
0.62github_release
2026-02-10
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%
0.62github_release
2025-11-04
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.62github_release
2022-09-21
INF_072
There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently.
Demis Hassabis
AI40%
0.62github_release
2026-04-23
241_049
Underage kids / AI vulnerability problem must be solved - line we can't cross
Eric Schmidt
AI51%
0.62github_release
2026-04-22
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.62github_release
2026-04-09
236_028
AI chatbot/AI romance trend growing unfortunately
Andrew Yang
Consumer51%
0.62github_release
2026-02-05
SEM_021
Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs.
Dave Blundin
AI/China45%
0.62github_release
2025-12-01
248_038
We will see humanoid robot threats alongside the current Sam Altman backlash.
Salim Ismail
Robotics34%
0.62github_release
2025-02-14
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%
0.62github_release
2024-10-24
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.62github_release
2024-10-16
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.62github_release
2024-09-30
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.62github_release
2026-04-17
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.62github_release
2026-05-07
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.62github_release
2019-10-14
242_044
Base AI models becoming commodity; value migrates up the stack
Alex Wissner-Gross
AI35%
0.62github_release
2024-03-01
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%
0.62github_release
2023-05-22
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2025-10-16
234_004
Mistral will emerge as a vertically integrated European OpenAI
Alex Wissner-Gross
AI35%
0.62github_release
2025-10-16
COD_AI_001
Vera Rubin becomes commercially available across major cloud and OEM partners by H2 2026
Codex Research Pack
Technology51%
0.62github_release
2026-05-13
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.62github_release
2026-04-26
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%
0.62github_release
2023-10-19
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%
0.62github_release
2022-04-22
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI28%
0.62github_release
2026-03-08
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.62github_release
2019-12-04
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%
0.62github_release
2021-02-09
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.62github_release
2026-06-17
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.62github_release
2026-03-13
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.62github_release
2026-02-10
238_025
AI computer-use benchmarks (OSWorld, Tbench) have broken through human level
Emad Mostaque
AI45%
0.62github_release
2025-12-10
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.62github_release
2026-01-08
236_028
AI chatbot/AI romance trend growing unfortunately
Andrew Yang
Consumer51%
0.62github_release
2024-10-07
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.62github_release
2024-02-26
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%
0.62github_release
2024-04-24
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.62github_release
2025-12-22
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%
0.62github_release
2026-05-05
248_032
First-generation neural uploads will be destructive; 2nd-4th generation will be non-destructive.
Alex Wissner-Gross
Biotech/Longevity42%
0.62github_release
2023-04-20
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%
0.62github_release
2024-07-09
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.62github_release
2026-05-11
CMQ_047
Autonomous code agents and AutoResearch systems will close the loop on complex scientific experimentation without human-in-the-loop.
Andrej Karpathy
AI51%
0.62github_release
2025-10-16
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.62github_release
2026-05-14
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.62github_release
2026-05-14
248_032
First-generation neural uploads will be destructive; 2nd-4th generation will be non-destructive.
Alex Wissner-Gross
Biotech/Longevity42%
0.62github_release
2026-06-01
238_025
AI computer-use benchmarks (OSWorld, Tbench) have broken through human level
Emad Mostaque
AI45%
0.62github_release
2019-10-14
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%
0.62github_release
2019-10-14
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%
0.62github_release
2019-10-14
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%
0.62github_release
2026-06-22
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.62github_release
2026-02-23
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.62github_release
2025-12-15
239_004
xAI/Grok will catch up and exceed competitors on coding by mid-2026
Elon Musk
AI40%
0.62github_release
2025-12-04
235_008
Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.
Alex Wissner-Gross
AI42%
0.62github_release
2022-06-13
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%
0.62github_release
2026-03-04
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%
0.62github_release
2026-01-26
229_039
Figure will integrate additional sensors (infrared, ultraviolet, etc.) into future humanoids.
Brett Adcock
Robotics28%
0.62github_release
2026-01-08
INF_072
There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently.
Demis Hassabis
AI40%
0.62github_release
2025-02-24
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%
0.62github_release
2024-10-24
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.62github_release
2024-02-26
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.62github_release
2024-02-26
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%
0.62github_release
2025-08-06
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%
0.62github_release
2025-01-29
239_003
We are currently in AI hard takeoff
Elon Musk
AI47%
0.62github_release
2019-04-05
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.62github_release
2022-01-10
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%
0.62github_release
2018-07-12
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%
0.62github_release
2023-04-26
TK04
Macro Recession 2026-27 (Structural Deleveraging)
25%
0.62github_release
2024-09-12
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%
0.62github_release
2024-04-29
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.62github_release
2024-04-29
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%
0.62github_release
2025-03-20
240_021
Post-transformer architecture will be even more specialized than GPUs
Alex Wissner-Gross
AI35%
0.62github_release
2026-05-18
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%
0.62github_release
2026-05-21
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%
0.62github_release
2026-06-01
239_003
We are currently in AI hard takeoff
Elon Musk
AI47%
0.62github_release
2023-10-19
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.62github_release
2020-01-21
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.62github_release
2019-06-14
242_051
Dyson swarm compute infrastructure will be realized in a few years
Alex Wissner-Gross
Space37%
0.62github_release
2026-06-04
248_038
We will see humanoid robot threats alongside the current Sam Altman backlash.
Salim Ismail
Robotics34%
0.62github_release
2022-04-22
241_028
US losing electric vehicle industry to China was an error that will repeat in robotics unless addressed
Eric Schmidt
Geopolitics48%
0.62github_release
2021-03-13
242_044
Base AI models becoming commodity; value migrates up the stack
Alex Wissner-Gross
AI35%
0.62github_release
2021-03-13
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%
0.62github_release
2026-06-10
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%
0.62github_release
2026-02-25
247_057
Parameter scaling race is over; frontier labs plateauing at 10T parameters
Alex Wissner-Gross
AI28%
0.62github_release
2026-02-25
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.62github_release
2026-06-12
235_037
Auto-regressive transformers and diffusion models will consolidate into one unified architecture.
Alex Wissner-Gross
AI35%
0.62github_release
2026-06-12
238_071
Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs
Alex Wissner-Gross
AI35%
0.62github_release
2021-09-10
232_008
Real-time AI video generation will break any video/voice-based security mechanisms.
Ben Horowitz
AI46%
0.62github_release
2021-09-10
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.62github_release
2023-04-05
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.62github_release
2022-12-19
240_020
New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI
Dave Blundin
AI46%
0.62github_release
2026-05-04
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.62github_release
2026-02-05
247_011
OpenAI user count will soon reach 1 billion
Alex Wissner-Gross
AI41%
0.62github_release
2025-11-10
234_017
OpenAI codex lead predicts current coding agents will seem primitive in 10 weeks
OpenAI Codex Lead
AI33%
0.62github_release
2026-02-05
FUT_003
Superforecaster consensus assigns 0.38% probability to AI-driven human extinction by 2100 vs domain-expert consensus of 3% — ~8x discrepancy per XPT 2022 adversarial collaboration tournament (89 superforecasters + 80 domain experts). Superforecasters m...
Superforecaster Community
AI100%
0.62github_release
2026-05-05
241_011
By end of 2026, no one will write code manually - it'll be a quaint skill
Peter Diamandis
Labor/Jobs47%
0.62github_release
2020-11-03
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.62github_release
2025-12-22
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%
0.62github_release
2024-03-01
SEM_047
At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.
Jimmy Ba
AI/Hardware71%
0.62github_release
2018-08-31
238_025
AI computer-use benchmarks (OSWorld, Tbench) have broken through human level
Emad Mostaque
AI45%
0.62github_release
2026-05-07
241_031
Scientists don't agree yet on approach for recursive self-improvement
Eric Schmidt
AI48%
0.62github_release
2026-02-20
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%
0.62github_release
2025-08-13
238_038
Compute will remain scarce until Dyson swarm is built; scarce AI agent attention will be monetized
Alex Wissner-Gross
AI35%
0.62github_release
2024-12-31
241_049
Underage kids / AI vulnerability problem must be solved - line we can't cross
Eric Schmidt
AI51%
0.62github_release
2025-05-09
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
AI52%
0.62github_release
2023-12-19
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.62github_release
2026-05-13
CMQ_026
NVIDIA silicon roadmap: Blackwell (2025) → Vera Rubin (2026) → Vera Rubin Ultra (2027) → Feynman (2028) — annual architectural cadence.
Jensen Huang
Semis83%
0.62github_release
2026-05-14
240_016
Everyone is underestimating the next year of AI improvements (more than 2x gain)
Dave Blundin
AI36%
0.62github_release
2020-01-21
S_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
humanoid_deployment20%
0.62github_release
2026-06-03
241_037
Chinese AI strategy will stay open source / open weights
Eric Schmidt
AI49%
0.62github_release
2020-02-07
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.62github_release
2025-10-07
COD_TECH_001
A16/N2-class TSMC process availability materially supports 2027 AI accelerator ramps
Codex Research Pack
Semis50%
0.62github_release
2025-09-16
TK11
Autonomous Regulatory Block (Level 4 Halt)
10%
0.62github_release
2021-04-13
229_028
Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.
Brett Adcock
Robotics69%
0.62github_release
2021-04-13
232_006
YouTube will win from AI video content proliferation as everyone produces resonant content.
Peter Diamandis
Media/Ads51%
0.62github_release
2020-04-27
INF_009
The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute.
Alex Wissner-Gross
AI17%
0.62github_release
2026-06-17
247_060
Anthropic will win over OpenAI via better/smarter AI regardless of installed base
Dave Blundin
AI50%
0.62github_release
2026-05-15
SEM_022
FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.
Dave Blundin
AI/Architecture65%
0.62github_release
2026-04-22
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%
0.62github_release
2025-03-17
FUT_024
XPT 2022 tournament assigned mere 2.3% probability to AI achieving gold-medal performance in International Mathematical Olympiad by 2025 — actual achievement empirically reached forcing systemic re-evaluation within forecasting community. Historical tr...
Superforecaster Community
AI100%
0.62github_release
2026-02-24
232_012
US-China AI situation about to get more complicated regarding open source models and secrets.
Ben Horowitz
Geopolitics44%