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80,311 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 126 of 177, 100 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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| Sim | Doc | Source | Pred | Domain | Prior | |
|---|---|---|---|---|---|---|
| 0.66 | arxiv 2026-05-06 | 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/Compute | 19% | ||
| 0.66 | arxiv 2026-05-06 | 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 | Robotics | 62% | ||
| 0.66 | arxiv 2026-05-06 | 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 | AI | 64% | ||
| 0.66 | arxiv 2026-05-07 | 242_043 AI models will distill down to a few million parameters as end-state Alex Wissner-Gross | AI | 35% | ||
| 0.66 | Will Elon Musk post 90-114 tweets from May 9 to May 11, 2026?(market prob: 0%) | polymarket 2026-05-07 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.66 | Will Elon Musk post 40-59 tweets from May 12 to May 19, 2026?(market prob: 0%) | polymarket 2026-05-09 | 231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin | AI | 44% | |
| 0.66 | Will Elon Musk post 200-219 tweets from May 5 to May 12, 2026?(market prob: 0%) | polymarket 2026-05-02 | 246_011 Elon will feel Grok is ready to take over as CEO in next few years. Dave Blundin | AI | 42% | |
| 0.66 | edgar_8k 2026-05-08 | 240_007 Regulators will dust off antitrust legislation against NVIDIA Dave Blundin | Geopolitics | 38% | ||
| 0.66 | edgar_8k 2026-05-08 | SEM_015 Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans. Jensen Huang | Policy/Semis | 66% | ||
| 0.66 | Will Elon Musk post 220-239 tweets from May 5 to May 12, 2026?(market prob: 0%) | polymarket 2026-05-02 | 230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk | Macro/Economy | 46% | |
| 0.66 | Will Elon Musk post <40 tweets from May 9 to May 11, 2026?(market prob: 71%) | polymarket 2026-05-07 | 235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis | Space | 31% | |
| 0.66 | Will Elon Musk post 80-99 tweets from May 8 to May 15, 2026?(market prob: 14%) | polymarket 2026-05-05 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.66 | Will the price of Bitcoin be above $80,000 on May 11?(market prob: 77%) | polymarket 2026-05-04 | INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor | Crypto | 15% | |
| 0.66 | Will Sam Altman file a case against anthropic in next 3 months?(market prob: 8%) | manifold 2026-05-09 | 235_008 Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months. Alex Wissner-Gross | AI | 42% | |
| 0.66 | Will Elon Musk post 500+ tweets from May 12 to May 19, 2026?(market prob: 0%) | polymarket 2026-05-09 | 230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk | Macro/Economy | 46% | |
| 0.66 | Will Elon Musk post 400-419 tweets from May 12 to May 19, 2026?(market prob: 0%) | polymarket 2026-05-09 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.66 | Will Elon Musk post 160-179 tweets from May 8 to May 15, 2026?(market prob: 6%) | polymarket 2026-05-05 | 246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket | AI | 43% | |
| 0.66 | Will Elon Musk post 420-439 tweets from May 12 to May 19, 2026?(market prob: 0%) | polymarket 2026-05-09 | 246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket | AI | 43% | |
| 0.66 | Will Elon Musk post 200-219 tweets from May 8 to May 15, 2026?(market prob: 0%) | polymarket 2026-05-05 | S_MARS_2026 Mars uncrewed: 2026 transfer window | mars_uncrewed_landing | 25% | |
| 0.66 | Will Elon Musk post 115-139 tweets from May 11 to May 13, 2026?(market prob: 0%) | polymarket 2026-05-09 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.66 | Will Elon Musk post 360-379 tweets from May 12 to May 19, 2026?(market prob: 0%) | polymarket 2026-05-09 | 231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin | AI | 44% | |
| 0.66 | Will the price of Bitcoin be above $72,000 on May 13?(market prob: 100%) | polymarket 2026-05-06 | 231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail | Crypto | 48% | |
| 0.66 | Will Elon Musk post 40-64 tweets from May 11 to May 13, 2026?(market prob: 36%) | polymarket 2026-05-09 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.66 | Will Elon Musk post 90-114 tweets from May 11 to May 13, 2026?(market prob: 0%) | polymarket 2026-05-09 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.66 | Will Elon Musk post 60-79 tweets from May 12 to May 19, 2026?(market prob: 0%) | polymarket 2026-05-09 | 246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket | AI | 43% | |
| 0.66 | Will Elon Musk post 60-79 tweets from May 12 to May 19, 2026?(market prob: 0%) | polymarket 2026-05-09 | S_MARS_2026 Mars uncrewed: 2026 transfer window | mars_uncrewed_landing | 25% | |
| 0.66 | arxiv 2026-05-12 | 230_040 AI capability/accuracy will improve recursively; output-checking issues will be eliminated quickly. Peter Diamandis | AI | 50% | ||
| 0.66 | arxiv 2026-05-12 | 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 | AI | 65% | ||
| 0.66 | arxiv 2026-05-12 | 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 | AI | 65% | ||
| 0.66 | arxiv 2026-05-12 | CMQ_031 AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highly accelerated, domain-specific experience curve. Alex Wissner-Gross | AI/Compute | 42% | ||
| 0.66 | arxiv 2026-05-12 | AUT_002 Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrate' enabling dominance in seemingly unrelated fields (coding, logical reasoning, scientific discovery) — the 'mathematical skeleton' of the technological... Alex Wissner-Gross | AI | 59% | ||
| 0.66 | arxiv 2026-05-12 | 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 | AI | 64% | ||
| 0.66 | arxiv 2026-05-12 | 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/AI | 15% | ||
| 0.66 | Will the price of Bitcoin be above $84,000 on May 15?(market prob: 4%) | polymarket 2026-05-08 | INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor | Crypto | 15% | |
| 0.66 | polymarket 2026-05-04 | 238_010 AI takeoff/inflection is happening now Emad Mostaque | AI | 66% | ||
| 0.66 | Will the price of XRP be above $1.60 on May 15?(market prob: 1%) | polymarket 2026-05-08 | S_IPO_TRILLION_2026 First $1T+ IPO in 2026 | ipo_trillion_plus | 25% | |
| 0.66 | Will Elon Musk post 160-179 tweets from May 12 to May 19, 2026?(market prob: 5%) | polymarket 2026-05-09 | 231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin | AI | 44% | |
| 0.66 | Will Elon Musk post 400-419 tweets from May 15 to May 22, 2026?(market prob: 0%) | polymarket 2026-05-12 | 230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk | Macro/Economy | 46% | |
| 0.66 | Will Elon Musk post 220-239 tweets from May 12 to May 19, 2026?(market prob: 33%) | polymarket 2026-05-09 | 231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin | AI | 44% | |
| 0.66 | Will Elon Musk post 200-219 tweets from May 15 to May 22, 2026?(market prob: 14%) | polymarket 2026-05-12 | 235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis | Space | 31% | |
| 0.66 | Will Elon Musk post 200-219 tweets from May 12 to May 19, 2026?(market prob: 0%) | polymarket 2026-05-09 | 246_011 Elon will feel Grok is ready to take over as CEO in next few years. Dave Blundin | AI | 42% | |
| 0.66 | Will Elon Musk post 340-359 tweets from May 15 to May 22, 2026?(market prob: 0%) | polymarket 2026-05-12 | 230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk | Macro/Economy | 46% | |
| 0.66 | Will Elon Musk post 100-119 tweets from May 15 to May 22, 2026?(market prob: 1%) | polymarket 2026-05-12 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.66 | Will Elon Musk post 240-259 tweets from May 12 to May 19, 2026?(market prob: 48%) | polymarket 2026-05-09 | 246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket | AI | 43% | |
| 0.66 | Will Elon Musk post 240-259 tweets from May 12 to May 19, 2026?(market prob: 48%) | polymarket 2026-05-09 | S_MARS_2026 Mars uncrewed: 2026 transfer window | mars_uncrewed_landing | 25% | |
| 0.66 | Will Elon Musk post 190-214 tweets from May 14 to May 16, 2026?(market prob: 0%) | polymarket 2026-05-11 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.66 | Will Elon Musk post 480-499 tweets from May 15 to May 22, 2026?(market prob: 0%) | polymarket 2026-05-12 | 230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk | Macro/Economy | 46% | |
| 0.66 | Will Elon Musk post 160-179 tweets from May 15 to May 22, 2026?(market prob: 0%) | polymarket 2026-05-12 | 246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket | AI | 43% | |
| 0.66 | arxiv 2026-05-13 | CYB_023 Immutable cryptographic verification layers — specifically Bitcoin — must be integrated into AI architectures as decentralized ground-truth anchor: establishing undeniable digital provenance in an ecosystem inevitably flooded with AI-generated data, de... Michael Saylor | Crypto | 26% | ||
| 0.66 | arxiv 2026-05-13 | CMQ_006 Expert-level AI applied to biology/medicine will yield cures for cancer and Alzheimer's within 5-10 years, compressing a century of progress into a decade. Dario Amodei | Biotech/Longevity | 36% | ||
| 0.66 | arxiv 2026-05-13 | 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/Compute | 35% | ||
| 0.66 | arxiv 2026-05-13 | AI_029 Blockchain provenance protocols will be increasingly applied to enterprise workflows to detect deepfakes and verify the authenticity of AI model outputs — positioning cryptographic content-authentication as a mandatory enterprise trust layer. Morgan Stanley | AI | 57% | ||
| 0.66 | FDA NDA212306: XPOVIO (SELINEXOR) — KARYOPHARM THERAPS | fda 2026-04-30 | COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack | Biotech/Longevity | 47% | |
| 0.66 | Will the price of Bitcoin be above $82,000 on May 16?(market prob: 1%) | polymarket 2026-05-09 | INF_069 Bitcoin's total addressable market will ultimately reach approximately $270 trillion — positioning it as "digital capital" and apex reserve asset, capturing global store-of-value demand currently distributed across real estate, gold, sovereign debt, an... Michael Saylor | Crypto | 15% | |
| 0.66 | Will Elon Musk post 115-139 tweets from May 14 to May 16, 2026?(market prob: 1%) | polymarket 2026-05-11 | 246_023 Grok 5 release ~20% probability for Q2 2026 per PolyMarket. PolyMarket | AI | 43% | |
| 0.66 | Will Elon Musk post 90-114 tweets from May 14 to May 16, 2026?(market prob: 14%) | polymarket 2026-05-11 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.66 | Will Elon Musk post 65-89 tweets from May 14 to May 16, 2026?(market prob: 67%) | polymarket 2026-05-11 | 231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin | AI | 44% | |
| 0.66 | arxiv 2026-05-14 | 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/Compute | 19% | ||
| 0.66 | arxiv 2026-05-14 | 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 | AI | 65% | ||
| 0.66 | arxiv 2026-05-14 | 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/Compute | 19% | ||
| 0.66 | arxiv 2026-05-14 | IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba | AI | 79% | ||
| 0.66 | arxiv 2026-05-14 | 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 | AI | 64% | ||
| 0.66 | arxiv 2026-05-13 | 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 | AI | 100% | ||
| 0.66 | arxiv 2026-05-13 | IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba | AI | 79% | ||
| 0.66 | Will Elon Musk post 140-159 tweets from May 15 to May 22, 2026?(market prob: 0%) | polymarket 2026-05-12 | 231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin | AI | 44% | |
| 0.66 | Will Apple's WWDC 2026 keynote include any verbal reference to OpenAI?(market prob: 39%) | manifold 2026-05-16 | 235_008 Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months. Alex Wissner-Gross | AI | 42% | |
| 0.66 | Will Elon Musk post 90-114 tweets from May 16 to May 18, 2026?(market prob: 1%) | polymarket 2026-05-14 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.66 | Will Elon Musk post 440-459 tweets from May 15 to May 22, 2026?(market prob: 0%) | polymarket 2026-05-12 | 231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin | AI | 44% | |
| 0.66 | Will Elon Musk post 440-459 tweets from May 15 to May 22, 2026?(market prob: 0%) | polymarket 2026-05-12 | SPC_008 SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... New Market Pitch | Space | 70% | |
| 0.66 | Will Elon Musk post 65-89 tweets from May 16 to May 18, 2026?(market prob: 23%) | polymarket 2026-05-14 | 231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. Dave Blundin | AI | 44% | |
| 0.66 | Will Bitcoin dip to $74,000 May 11-17?(market prob: 1%) | polymarket 2026-05-11 | 231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail | Crypto | 48% | |
| 0.66 | Will Elon Musk post 240-259 tweets from May 15 to May 22, 2026?(market prob: 29%) | polymarket 2026-05-12 | 235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis | Space | 31% | |
| 0.66 | manifold 2026-05-16 | CMQ_028 NVIDIA's total AI chip revenue opportunity through 2027 is at least $3-5 trillion (upgraded from prior estimates at MS TMT 2026). Jensen Huang | Semis | 72% | ||
| 0.66 | Will a quantum computing CEO go to jail before 2030?(market prob: 45%) | manifold 2026-05-18 | 247_037 Quantum computing will not break Bitcoin (Mike Saylor position) Michael Saylor | Crypto | 54% | |
| 0.66 | arxiv 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/Compute | 19% | ||
| 0.66 | arxiv 2026-05-18 | 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/AI | 15% | ||
| 0.66 | arxiv 2026-05-18 | CYB_019 Deployment of 'world model systems' — AI that accurately simulates and anticipates the physical and thermodynamic dynamics of reality — serves as the critical foundational training ground for embodied agents, letting them experience billions of hours o... Demis Hassabis | Robotics | 44% | ||
| 0.66 | arxiv 2026-05-18 | CMQ_046 Sustained memory contexts required for agent 'memory' will drive additional 15-45 exabytes of DRAM demand by 2027 — up to 77% of global supply. Morgan Stanley | Semis/Memory | 56% | ||
| 0.66 | arxiv 2026-05-18 | 235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross | AI | 35% | ||
| 0.66 | arxiv 2026-05-18 | 233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt | AI | 39% | ||
| 0.66 | arxiv 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/Compute | 19% | ||
| 0.66 | Will Elon Musk post 80-99 tweets from May 26 to June 2, 2026?(market prob: 0%) | polymarket 2026-05-23 | 248_009 Elon Musk's economy will grow 10x in about 10 years. Elon Musk | Macro/Economy | 37% | |
| 0.66 | Will Elon Musk post 180-199 tweets from May 26 to June 2, 2026?(market prob: 1%) | polymarket 2026-05-23 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.66 | Will Elon Musk post 140-159 tweets from May 26 to June 2, 2026?(market prob: 68%) | polymarket 2026-05-23 | 234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis | Markets/Stocks | 41% | |
| 0.66 | Will Elon Musk post 140-159 tweets from May 26 to June 2, 2026?(market prob: 68%) | polymarket 2026-05-23 | SPC_008 SpaceX milestone-delivery statistics: 16% on-time, 31% late, 53% undelivered overall — planetary milestones exhibit 0% on-time record (every dated Mars prediction since 2011 missed). Industry heuristic: multiply rocket/capsule engineering announced tim... New Market Pitch | Space | 70% | |
| 0.66 | Trump goes to space in 2028? [Polymarket](market prob: 7%) | manifold 2026-05-28 | SPC_001 The global space industry, roughly $350 billion today, will surge past $1 trillion by 2040 — fueled by higher launch cadences, new product introductions, and mature policy support characterizing the 2026 fiscal landscape. Morgan Stanley | Space | 60% | |
| 0.66 | Will any frontier model support a 10M+ token context window before 2028?(market prob: 39%) | manifold 2026-05-25 | 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 | AI | 48% | |
| 0.66 | arxiv 2026-05-28 | AI_036 Reinforcement Learning from Human Feedback (RLHF) will fail catastrophically when applied to superintelligence — because humans will be inherently incapable of evaluating the incomprehensible logic and actions of an ASI; therefore, aligning superintell... Leopold Aschenbrenner | AI | 49% | ||
| 0.66 | arxiv 2026-05-28 | IND_013 General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future... Jimmy Ba | AI | 79% | ||
| 0.66 | arxiv 2026-05-28 | 248_022 Deepseek-style hyperdeflation moments from algorithmic innovation will become more frequent but less effective at causing price swings. Alex Wissner-Gross | Markets/Stocks | 42% | ||
| 0.66 | arxiv 2026-05-28 | 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 | AI | 65% | ||
| 0.66 | arxiv 2026-05-28 | CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley | AI/Compute | 35% | ||
| 0.66 | arxiv 2026-05-28 | SEM_049 AI will soon fully automate software engineering, achieving massive cost reductions via iterative self-improvement. Alex Wissner-Gross | AI/Software | 56% | ||
| 0.66 | arxiv 2026-05-28 | 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/Compute | 19% | ||
| 0.66 | arxiv 2026-05-28 | CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley | AI/Compute | 35% | ||
| 0.66 | arxiv 2026-05-28 | INF_027 AI infrastructure applied to structural biology will compress drug-development timelines from approximately a decade to weeks — potentially eradicating many major diseases within 10 years. Requires localized high-speed InfiniBand networking inside the DC. Demis Hassabis | Biotech/Longevity | 38% | ||
| 0.66 | arxiv 2026-05-28 | 235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross | AI | 35% | ||
| 0.66 | arxiv 2026-05-28 | CMQ_042 As AI evolves from Generative to Agentic, structural computing bottlenecks shift away from GPU and heavily toward CPU and system memory. Morgan Stanley | AI/Compute | 35% | ||
| 0.66 | arxiv 2026-05-28 | 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/AI | 15% | ||
| 0.66 | arxiv 2026-05-28 | 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 | AI | 65% |