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79,555 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 107 of 351, 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
0.68	Frequency-Aware Flow Matching for Continuous and Consistent Robotic Action Generation	arxiv 2026-06-18	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	Robotics	62%
0.68	Agentic Electronic Design Automation: A Handoff Perspective	arxiv 2026-06-18	CYB_002 Despite raw agentic tool-use benchmarks tracking ahead of schedule, the enterprise reality involves significant operational friction — the 'integration schlep' — characterized by legacy software incompatibilities, rigid corporate bureaucracies, and per... Leopold Aschenbrenner	Macro/Economy	85%
0.68	NRITYAM: Language Models Meet Art and Heritage of Dance	arxiv 2026-06-18	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%
0.68	Efficiently Representing Algorithms With Chain-of-Thought Transformers	arxiv 2026-06-18	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%
0.68	AI4SE and SE4AI Exploration: A Decade Looking Back and Forward	arxiv 2026-06-17	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%
0.68	Techniques for Peak Memory Reduction for LoRA Fine-tuning of LLMs on Edge Devices	arxiv 2026-06-17	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%
0.68	Effective Dimension Governs Generalization in Quantum Kernel Vision Models	arxiv 2026-06-18	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%
0.68	The Correctness Illusion in LLM-Generated GPU Kernels	arxiv 2026-06-18	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	AI	77%
0.68	The Hidden Environmental Cost of Poor Coding Practices in TensorFlow and Keras Applications: A Study on Resource Leaks and Carbon Emissions	arxiv 2026-06-18	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%
0.68	Generative Engine Optimization at Scale: Measuring Brand Visibility Across AI Search Engines	arxiv 2026-06-18	INF_030 By 2026, generative AI will democratize analytical and operational capabilities previously exclusive to Fortune 500 firms — granting small businesses access to tools rivaling those of large enterprises. Dario Amodei	AI	82%
0.68	Will Elon Musk post 320-339 tweets from June 16 to June 23, 2026?(market prob: 0%)	polymarket 2026-06-13	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 200-219 tweets from June 16 to June 23, 2026?(market prob: 31%)	polymarket 2026-06-13	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Tumbles and Polymarket resolve the same way regarding "Starmer out before July?"(market prob: 80%)	manifold 2026-06-21	246_022 Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%). PolyMarket	AI	45%
0.68	Will Donald Trump win the 2028 Republican presidential nomination?(market prob: 2%)	polymarket 2025-07-10	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.68	Which democrat will be the first to announce run for presidency for the 2028 election?	manifold 2026-04-29	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.68	Will China Collapse before 2035? (GDP down 20%)(market prob: 38%)	manifold 2026-04-26	231_010 China has peaked and is going to be on descent. Salim Ismail	Geopolitics	44%
0.68	Which Epoch AI FrontierMath open problem will be solved next?	manifold 2026-04-23	247_027 Frontier AI spend will reach order of $1 trillion per year on a single vendor Alex Wissner-Gross	AI	39%
0.68	2580728	gdelt 2026-04-30	TK04 Macro Recession 2026-27 (Structural Deleveraging)	—	25%
0.68	dow s p 500 slip as fed holds rates eyes turn to mega cap earnings 1091413.html	gdelt 2026-04-30	TK04 Macro Recession 2026-27 (Structural Deleveraging)	—	25%
0.68	why keep buying nvidia stock 160006739.html	gdelt 2026-04-30	235_025 Nvidia's margins unsustainable; cracks in armor but all chips made will sell. Dave Blundin	Markets/Stocks	45%
0.68	Will Meta have the best AI model at the end of May 2026?(market prob: 0%)	polymarket 2026-04-13	248_010 AI capabilities will advance 100x in 2026 (by summer, potentially more). Dave Blundin	AI	31%
0.68	Will Elon Musk post 115-139 tweets from April 30 to May 2, 2026?(market prob: 0%)	polymarket 2026-04-27	235_016 SpaceX IPO anticipated potentially as early as next month (April 2026). Peter Diamandis	Space	31%
0.68	Will Elon Musk post 40-59 tweets from May 5 to May 12, 2026?(market prob: 0%)	polymarket 2026-05-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 60-79 tweets from May 5 to May 12, 2026?(market prob: 0%)	polymarket 2026-05-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Elon Musk post 40-64 tweets from May 2 to May 4, 2026?(market prob: 74%)	polymarket 2026-04-30	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Roy Cooper win the 2028 Democratic presidential nomination?(market prob: 1%)	polymarket 2025-07-03	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.68	Will Josh Hawley win the 2028 Republican presidential nomination?(market prob: 1%)	polymarket 2025-07-10	236_011 Independent/third party presidential run possible in 2028 election Andrew Yang	Geopolitics	46%
0.68	FDA ANDA217265: LENALIDOMIDE (LENALIDOMIDE) — QILU	fda 2026-04-27	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.68	anthropics/anthropic-sdk-python v0.98.1	github_release 2026-05-04	231_001 Anthropic model family is closest to embodying the singularity and recursive self-improvement today. Alex Wissner-Gross	AI	41%
0.68	anthropics/anthropic-sdk-python v0.86.0	github_release 2026-03-18	231_001 Anthropic model family is closest to embodying the singularity and recursive self-improvement today. Alex Wissner-Gross	AI	41%
0.68	anthropics/anthropic-sdk-python v0.78.0	github_release 2026-02-05	247_060 Anthropic will win over OpenAI via better/smarter AI regardless of installed base Dave Blundin	AI	50%
0.68	Will Elon Musk post 400-419 tweets from May 5 to May 12, 2026?(market prob: 0%)	polymarket 2026-05-02	S_IPO_TRILLION_2026 First $1T+ IPO in 2026	ipo_trillion_plus	25%
0.68	Will Bitcoin reach $83,000 on May 6?(market prob: 3%)	polymarket 2026-05-06	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%
0.68	Will @EliezerYudkowsky pose in a five-guys-wearing-fedoras-behind-Aella-who-is-on-a-sofa picture before 2027?(market prob: 21%)	manifold 2026-05-06	248_038 We will see humanoid robot threats alongside the current Sam Altman backlash. Salim Ismail	Robotics	34%
0.68	Redefining AI Red Teaming in the Agentic Era: From Weeks to Hours	arxiv 2026-05-05	232_060 We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto. Alex Wissner-Gross	AI	44%
0.68	RoboAlign-R1: Distilled Multimodal Reward Alignment for Robot Video World Models	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%
0.68	Can Multimodal Large Language Models Understand Pathologic Movements? A Pilot Study on Seizure Semiology	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%
0.68	LLM-ADAM: A Generalizable LLM Agent Framework for Pre-Print Anomaly Detection in Additive Manufacturing	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%
0.68	ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration	arxiv 2026-05-04	CMQ_047 Autonomous code agents and AutoResearch systems will close the loop on complex scientific experimentation without human-in-the-loop. Andrej Karpathy	AI	51%
0.68	Dimensionality-Aware Anomaly Detection in Learned Representations of Self-Supervised Speech Models	arxiv 2026-05-04	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%
0.68	Accurate Legal Reasoning at Scale: Neuro-Symbolic Offloading and Structural Auditability for Robust Legal Adjudication	arxiv 2026-05-04	CYB_025 The legal profession must transition from viewing AI as a 'prompter' to an active 'partner' — when an autonomous AI consultant hallucinates legal precedent or medical diagnosis, traditional corporate malpractice frameworks fail; courts must rapidly est... Ralph Losey	Other	77%
0.68	Toward a Community Roadmap for High Energy Physics and Artificial Intelligence in China and Beyond	arxiv 2026-05-05	231_047 Solving physics with AI has very high likelihood in next 2 years. Alex Wissner-Gross	AI	43%
0.68	FDA ANDA203364: MESNA (MESNA) — RISING	fda 2026-04-09	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.68	FDA NDA214120: ONUREG (AZACITIDINE) — BRISTOL	fda 2026-04-09	COD_BIO_001 FDA finalizes or materially advances AI-for-drug-submission guidance by end 2026 Codex Research Pack	Biotech/Longevity	47%
0.68	Will combined 2026 AI capex from {AWS, Azure, GCP, Meta, Oracle} exceed $300B?(market prob: 83%)	manifold 2026-05-04	230_051 Amazon/hyperscalers will continue pouring free cash flow into AI data centers, robots and LEO satellites (opex cannibalized by capex). Alex Wissner-Gross	Markets/Stocks	38%
0.68	The Impossibility Triangle of Long-Context Modeling	arxiv 2026-05-06	240_013 Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs Sam Altman	AI	41%
0.68	Elicitation Matters: How Prompts and Query Protocols Shape LLM Surrogates under Sparse Observations	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%
0.68	Awaking Spatial Intelligence in Unified Multimodal Understanding and Generation	arxiv 2026-05-05	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%
0.68	Will SpaceX exercise its $60B acquisition option for Cursor before December 31, 2026?(market prob: 76%)	manifold 2026-05-05	240_027 SpaceX and xAI will merge and go public in the next couple of months Peter Diamandis	Markets/Stocks	74%
0.68	On the Implicit Reward Overfitting and the Low-rank Dynamics in RLVR	arxiv 2026-05-07	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%