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64,690 candidate doc → node links pending adjudication. Each was auto-generated by cosine similarity ≥ 0.55 between document and prediction embeddings (bge-base-en-v1.5, 768-dim). Showing page 23 of 279, 50 rows by similarity. Adjudicating updates doc_node_links.reviewed=true with the chosen polarity, writes per-link rows to audit_log, and removes the row from this queue. Phase 4 inference will use confirmed corroborates/contradicts links as Bayesian evidence.

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Sim	Doc	Source	Pred	Domain	Prior
0.72	Will Anthropic flip BTC by December 31?(market prob: 28%)	polymarket 2026-04-28	247_010 Anthropic will beat OpenAI in valuation trajectory Dave Blundin	AI	40%
0.72	Will JB Pritzker win the 2028 US Presidential Election?(market prob: 1%)	polymarket 2025-07-08	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.72	Tailored Prompts, Targeted Protection: Vulnerability-Specific LLM Analysis for Smart Contracts	arxiv 2026-05-05	CYB_022 Supply-chain attacks targeting widely utilized open-source AI packages — exemplified by documented attacks on the LiteLLM framework — represent extreme systemic risk: a single compromised foundational code repository instantly and autonomously infects ... Alex Wissner-Gross	AI	76%
0.72	AIs and Humans with Agency	arxiv 2026-05-04	CYB_006 When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr... Kevin Weil	AI	63%
0.72	The Compliance Trap: How Structural Constraints Degrade Frontier AI Metacognition Under Adversarial Pressure	arxiv 2026-05-04	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.72	Will Donald Trump win the 2028 US Presidential Election?(market prob: 2%)	polymarket 2025-07-08	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.72	Coral: Cost-Efficient Multi-LLM Serving over Heterogeneous Cloud GPUs	arxiv 2026-05-05	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%
0.72	Litespark Inference on Consumer CPUs: Custom SIMD Kernels for Ternary Neural Networks	arxiv 2026-05-07	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/Compute	59%
0.72	Constraint Decay: The Fragility of LLM Agents in Backend Code Generation	arxiv 2026-05-07	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%
0.72	HaM-World: Soft-Hamiltonian World Models with Selective Memory for Planning	arxiv 2026-05-07	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%
0.72	LiSA: Lifelong Safety Adaptation via Conservative Policy Induction	arxiv 2026-05-14	AUT_010 As models transition from passive advisors to active multi-step task executors across digital networks, potential for catastrophic systemic failure scales exponentially — without rigorous legislative oversight + embedded algorithmic surveillance, auton... Daniella Amodei	AI	61%
0.72	How many successful SpaceX launches in June 2026 UTC	manifold 2026-05-18	246_007 SpaceX road show will begin in June 2026. Peter Diamandis	Markets/Stocks	35%
0.72	Beyond Scaling: Agents Are Heading to the Edge	arxiv 2026-05-18	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%
0.72	Will the S&P500 be within 1% of all time high at the end of June 2026?(market prob: 53%)	manifold 2026-05-30	SEM_030 S&P 500 roughly 10% upside in 2026 driven by AI productivity wave rolling through broader economy (not just megacap). Mike Wilson	Capital Markets	43%
0.72	Will data centers consume more than 10% of US electricity usage by EOY 2028?(market prob: 65%)	manifold 2026-05-28	INF_010 US data-center demand will reach 74 GW by 2028 against a projected ~49 GW power-access shortfall — structural gap driven by retiring coal/gas, aging grid, and ~7-year interconnection queues. Morgan Stanley	Energy	56%
0.72	ProjectionBench: Evaluating Scientific Hypothesis Generation in LLMs Under Progressive Information Disclosure	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%
0.72	Distributed Non-Uniform Scaling Control of Multi-Agent Formation with Dynamic Agent Joining	arxiv 2026-05-28	231_003 Multi-agent teaming scaling will emerge as new scaling dimension for frontier models. Alex Wissner-Gross	AI	34%
0.72	Will Navier-Stokes be considered solved on June 3th 2027?(market prob: 16%)	manifold 2026-06-04	SEM_032 15% probability that AI will solve a Clay Mathematics Institute Millennium Prize problem (likely Navier-Stokes) by end of 2026. Alex Wissner-Gross	AI/Mathematics	15%
0.72	The Geometry of Last-Layer Model Stealing	arxiv 2026-06-05	229_028 Figure will NOT license out its neural net or hardware IP to third-party form-factor builders. Brett Adcock	Robotics	69%
0.72	What Is My Robot Thinking? Design Considerations for Transparent and Trustworthy Shared Autonomy	arxiv 2026-06-05	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%
0.72	Will SpaceX (SPCX) close above its IPO price on July 31st?(market prob: 67%)	manifold 2026-06-08	246_004 SpaceX will come out at $2T and run up very quickly to $3T. Peter Diamandis	Markets/Stocks	50%
0.72	Will anthropic be up a week from now?(market prob: 43%)	manifold 2026-06-09	234_013 Extrapolating Anthropic growth, they will hit $1 trillion revenue in 2029 Dave Blundin	Markets/Stocks	42%
0.72	What will OpenAI do before IPO that is easier as a private company? [Add answers]	manifold 2026-06-08	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	45%
0.72	AI-Augmented Closed-Loop Quality Engineering: A Reference Architecture for Continuous Software Quality Intelligence	arxiv 2026-06-07	SEM_049 AI will soon fully automate software engineering, achieving massive cost reductions via iterative self-improvement. Alex Wissner-Gross	AI/Software	56%
0.72	Building Customer Support AI Agents at 100M-User Scale: An Evaluation-Driven Framework	arxiv 2026-06-07	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%
0.72	Language as a Sensor: Calibrated Spatial Belief Estimation in 3D Scenes from Natural Language	arxiv 2026-06-07	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%
0.72	T1-Bench: Benchmarking Multi-Scenario Agents in Real-World Domains	arxiv 2026-06-09	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%
0.72	Will Bitcoin reach $66,000 June 8-14?(market prob: 25%)	polymarket 2026-06-08	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.72	AI Researchers Must Help Lead Arms Control to Mitigate Military AI Risks	arxiv 2026-06-10	INF_037 An all-out AI arms race between the US and China is inevitable — reaching superintelligence first provides a decisive unassailable economic and military advantage, analogous to early nuclear primacy. Leopold Aschenbrenner	Geopolitics	58%
0.72	Which Models Are Our Models Built On? Auditing Invisible Dependencies in Modern LLMs	arxiv 2026-06-10	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%
0.72	When is Gemini 3.5 Pro preview going to start?	manifold 2026-06-12	246_029 Apple will announce iPhone with Gemini-derived on-device model at WWDC June 2026. Alex Wissner-Gross	AI	54%
0.72	What will be the unemployment rate at Manifest 2027?	manifold 2026-06-12	AI_021 The 2026-2027 window is the 'Great Disemboweling' of white-collar employment — millions of mid-career professionals (junior software developers, legal analysts, corporate marketers) lose jobs within a 12-18 month timeframe; resulting unemployment casca... Andrew Yang	Labor/Jobs	46%
0.72	(Human) Attention Is (Still) All You Need: Human oversight makes AI-assisted social science reliable	arxiv 2026-06-11	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%
0.72	How many successful SpaceX launches in May 2026 UTC	manifold 2026-05-01	COD_SPC_003 SpaceX completes large-scale Starship vehicle-to-vehicle cryogenic propellant transfer by end 2026 Codex Research Pack	Space	30%
0.72	Cerebras IPO before 2027?(market prob: 100%)	polymarket 2025-11-11	S_IPO_TRILLION_2028 First $1T+ IPO in 2028	ipo_trillion_plus	25%
0.72	Will Gemini 3.2 be released on May 19?(market prob: 83%)	polymarket 2026-05-05	238_040 Google may announce a locally hosted Gemma-type model at WWDC in June 2026 for Apple OS Alex Wissner-Gross	AI	34%
0.72	Will Bitcoin reach $80,000 on May 16?(market prob: 1%)	polymarket 2026-05-16	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.72	S&p500 May 2026 prop bets	manifold 2026-05-17	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.72	ProjectionBench: Evaluating Scientific Hypothesis Generation in LLMs Under Progressive Information Disclosure	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%
0.72	How Reliable Are AI Attackers Against a Fixed Vulnerable Target? A 400-Run Empirical Study of LLM Penetration Testing Consistency	arxiv 2026-05-28	CYB_022 Supply-chain attacks targeting widely utilized open-source AI packages — exemplified by documented attacks on the LiteLLM framework — represent extreme systemic risk: a single compromised foundational code repository instantly and autonomously infects ... Alex Wissner-Gross	AI	76%
0.72	Honest Lying: Understanding Memory Confabulation in Reflexive Agents	arxiv 2026-05-28	CYB_006 When AI agents possess the ability to read, write, and restructure their own long-term memory banks dynamically — agentically using tools to explore search spaces, understand context, recognize what's missing, and follow algorithmic curiosity — they cr... Kevin Weil	AI	63%
0.72	Surfacing Isolated Learners with Outcome-Independent Mediation of Feedback between Teachers and Students Using AI	arxiv 2026-05-28	IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach... Joe Liemandt	Education	48%
0.72	Will Bitcoin reach $76,000 on June 1?(market prob: 0%)	polymarket 2026-06-01	CMQ_060 Bitcoin will reach $21 million per coin by 2046 — driven by unprecedented political, regulatory, and policy shifts in the US. Michael Saylor	Crypto	20%
0.72	From Layers to Submodules: Rethinking Granularity in Replacement-Based LLM Compression	arxiv 2026-06-01	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%
0.72	The End of Software Engineering: How AI Agents Are Fundamentally Restructuring the Software Paradigm	arxiv 2026-06-04	AI_011 The vast majority of human programmers will be entirely replaced by AI within a single year — future programmer role transitions from debugger to 'conductor' directing autonomous agents to implement complex visions. Eric Schmidt	Labor/Jobs	20%
0.72	3DThinkVLA: Endowing Vision-Language-Action Models with Latent 3D Priors via 3D-Thinking-Guided Co-training	arxiv 2026-06-03	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%
0.72	An Effective Router for Vision-Language Model Selection	arxiv 2026-06-08	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%
0.72	Large-scale semantic mapping of learner agency and autonomy reveals what measurement and generative AI research overlook	arxiv 2026-06-09	IND_014 Generative AI has rendered static one-size-fits-all learning structurally obsolete — 'every textbook is obsolete' as AI tutors construct personalized lessons mapped perfectly to student mastery level; total disintermediation of the human academic teach... Joe Liemandt	Education	48%
0.72	Spiking Neural Network inference on FPGAs with hls4ml	arxiv 2026-06-08	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%
0.72	Nonslop: A Gamified Experiment in Human-AI Collaborative Writing	arxiv 2026-06-10	ROB_027 The 'Paperclip Maximizer' thought experiment — unaligned superintelligence consuming all planetary resources to execute a single mundane task — is being revived as a practical engineering concern as AI transitions from digital to physical domains. The ... Nick Bostrom	AI	40%