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86,658 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 190 of 382, 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
0.67	Will Polymarket IPO on December 30, 2026?(market prob: 8%)	manifold 2026-05-12	S_IPO_TRILLION_2027 First $1T+ IPO in 2027	ipo_trillion_plus	40%
0.67	Will Elon Musk post 500+ tweets from May 15 to May 22, 2026?(market prob: 0%)	polymarket 2026-05-12	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	41%
0.67	Will Elon Musk post 20-39 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%
0.67	Will Elon Musk post 0-19 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%
0.67	Will DeepSeek release a model named DeepSeek-R2 by May 31, 2026?(market prob: 5%)	manifold 2026-05-13	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	AI	38%
0.67	On the Importance of Multistability for Horizon Generalization in Reinforcement Learning	arxiv 2026-05-12	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%
0.67	SkillSafetyBench: Evaluating Agent Safety under Skill-Facing Attack Surfaces	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%
0.67	Procedural-skill SFT across capacity tiers: A W-Shaped pre-SFT Trajectory and Regime-Asymmetric Mechanism on 0.8B-4B Qwen3.5 Models	arxiv 2026-05-12	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	AI	100%
0.67	A Fast and Energy-Efficient Latch-Based Memristive Analog Content-Addressable Memory	arxiv 2026-05-12	SEM_022 FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development. Dave Blundin	AI/Architecture	65%
0.67	Slicing and Dicing: Configuring Optimal Mixtures of Experts	arxiv 2026-05-12	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%
0.67	GeomHerd: A Forward-looking Herding Quantification via Ricci Flow Geometry on Agent Interactive Simulations	arxiv 2026-05-12	CYB_013 The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou... Dave Blundin	Markets/Stocks	52%
0.67	Multi-Narrow Transformation as a Single-Model Ensemble: Boundary Conditions, Mechanisms, and Failure Modes	arxiv 2026-05-12	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%
0.67	Will Elon Musk post 220-239 tweets from May 15 to May 22, 2026?(market prob: 31%)	polymarket 2026-05-12	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	41%
0.67	Will Elon Musk post 220-239 tweets from May 15 to May 22, 2026?(market prob: 31%)	polymarket 2026-05-12	235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis	Space	31%
0.67	Will the price of Bitcoin be above $88,000 on May 15?(market prob: 0%)	polymarket 2026-05-08	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	Will Elon Musk post 40-59 tweets from May 15 to May 22, 2026?(market prob: 0%)	polymarket 2026-05-12	234_015 Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 months Peter Diamandis	Markets/Stocks	41%
0.67	Will Elon Musk post 80-99 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%
0.67	Continual Fine-Tuning of Large Language Models via Program Memory	arxiv 2026-05-13	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%
0.67	FDA NDA022433: BRILINTA (TICAGRELOR) — ASTRAZENECA	fda 2026-05-07	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.67	Will the price of Bitcoin be above $82,000 on May 16?(market prob: 1%)	polymarket 2026-05-09	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	Will the price of Bitcoin be above $90,000 on May 16?(market prob: 0%)	polymarket 2026-05-09	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	An Interpretable Latency Model for Speculative Decoding in LLM Serving	arxiv 2026-05-14	CMQ_043 In complex Agentic AI workloads, CPU-side processing accounts for 50-90% of end-to-end latency — validating CPU-bottleneck shift empirically. Morgan Stanley / Georgia Tech / Intel	AI/Compute	92%
0.67	Not All Symbols Are Equal: Importance-Aware Constellation Design for Semantic Communication	arxiv 2026-05-14	FUT_020 Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding with Zeihan demographic atrophy (FUT_007) forces corporations + sovereign states to delegate supply chain logistics, financial forecasting, infrastructure m... Multi-Forecaster Synthesis	Labor/Jobs	45%
0.67	NodeSynth: Socially Aligned Synthetic Data for AI Evaluation	arxiv 2026-05-14	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/Compute	35%
0.67	Will the price of Bitcoin be above $76,000 on May 18?(market prob: 96%)	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%
0.67	Will Bitcoin dip to $74,000 May 11-17?(market prob: 1%)	polymarket 2026-05-11	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%
0.67	Will Bitcoin hit a new all-time high before July 2026?(market prob: 5%)	manifold 2026-05-17	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	31%
0.67	US and China publicly announce a bilateral AI arrangement before 2027?(market prob: 23%)	manifold 2026-05-18	INF_007 OpenAI will dominate global AI data-center capacity by 2027 — centralization of compute power that parallels monopolistic utilities of the early industrial age. Alex Wissner-Gross	AI	43%
0.67	Will Bitcoin reach $115,000 in May?(market prob: 0%)	polymarket 2026-05-01	231_051 Entire generation growing up with crypto (Ethereum, Bitcoin) as means of exchange will have near-zero switching cost. Salim Ismail	Crypto	48%
0.67	AdaptiveLoad: Towards Efficient Video Diffusion Transformer Training	arxiv 2026-05-18	235_037 Auto-regressive transformers and diffusion models will consolidate into one unified architecture. Alex Wissner-Gross	AI	35%
0.67	HydroAgent: Closing the Gap Between Frontier LLMs and Human Experts in Hydrologic Model Calibration via Simulator-Grounded RL	arxiv 2026-05-18	AI_006 True autonomous agents are 'not anywhere close' — AGI and reliable long-horizon agents will require a full decade (2034 or beyond) to develop the holistic contextual reasoning and robust world models needed for unconstrained physical and digital enviro... Andrej Karpathy	AI	38%
0.67	Will NVIDIA be the second-largest company in the world by market cap on May 31?(market prob: 0%)	polymarket 2026-04-16	240_010 NVIDIA revenue will hit $350 billion this calendar year Dave Blundin	Markets/Stocks	50%
0.67	Will Elon Musk post 80-99 tweets from May 26 to June 2, 2026?(market prob: 0%)	polymarket 2026-05-23	230_009 US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. Elon Musk	Macro/Economy	46%
0.67	SchGen: PCB Schematic Generation with Semantic-Grounded Code Representations	arxiv 2026-05-28	ROB_013 Research foundations enabling seamless human-robot interaction in complex 3D physical spaces — algorithms translating human natural-language intent directly into complex robotic actuation eliminate hard-coded robotics engineering, allowing systems to g... Jimmy Ba	Robotics	62%
0.67	On Distributional Reinforcement Learning in Chaotic Dynamical Systems	arxiv 2026-05-28	233_021 AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. Joe Liemandt	AI	39%
0.67	On the Geometry of Games and their Solvers	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%
0.67	LaRA: Layer-wise Representation Analysis for Detecting Data Contamination in RL Post-Training	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%
0.67	Mitigating Hallucination in Vision-Language Models through Barrier-Regulated Adaptive Closed-form Steering	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%
0.67	Evolutionary Dynamics of Cooperation in Next-Generation LLM Agent Systems: A Cross-Provider Empirical Extension	arxiv 2026-05-28	232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross	AI	44%
0.67	SAAS: Self-Aware Reinforcement Learning for Over-Search Mitigation in Agentic Search	arxiv 2026-05-28	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%
0.67	Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling	arxiv 2026-05-28	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%
0.67	PTCG-Bench: Can LLM Agents Master Pokémon Trading Card Game?	arxiv 2026-05-28	CYB_013 The most resilient corporate moats in agentic commerce will NOT be built on software logic but on proprietary 'data flywheels' — platforms aggregating unbiased real-time consumer-intent data via continuous streams from millions of interacting autonomou... Dave Blundin	Markets/Stocks	52%
0.67	The New Pro Se: Generative AI and the Surge in Federal Civil Self-Representation	arxiv 2026-05-28	CYB_028 The 2024-2026 AI arms race directly parallels the hyper-speculative early-1990s dot-com bubble and subsequent search-engine wars — while underlying technology is transformative, the vast majority of highly-valued competitors and heavily-funded startups... Mark Cuban	Markets/Stocks	48%
0.67	Dissecting the Black Box: Circuit-Level Analysis of LLM Vulnerability Detection	arxiv 2026-05-28	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/Compute	59%
0.67	Implicit Identity Technologies for LLMs: Fingerprinting and Watermarking across Datasets, Models, and Generated Content	arxiv 2026-05-28	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%
0.67	SEAL: Can Saturated Benchmarks Be Revived by LLM-as-a-Meta-Judge?	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%
0.67	DirectorBench: Diagnosing Long-Form Video Generation with Personalized Multi-Agent Evaluation	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%
0.67	Minimal Prompt Perturbations Lead to Code Vulnerabilities: Prompt Fragility and Hidden-State Signals in Coding LLMs	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%
0.67	HTAM: Hierarchical Transition-Attended Memory for Operator Optimization	arxiv 2026-05-28	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/Hardware	71%
0.67	Adaptive Interviewing for Persona Simulation in LLMs: Evidence-Grounded Reasoning Improves Decision Alignment	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%