Stateless LLM APIs Meet Conversational Memory: The Hydration Proxy Pattern Explained
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Paradigm Shifts Intelligence
Global Workspace Theory Tested by Looped Transformers in New arXiv Study
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SSAKG 2.0 Unleashes Next-Gen Associative Memory for AI Systems
A new open-source package, SSAKG 2.0, redefines how AI systems store and retrieve structured knowledge using graph-based associative memory. Released on arXiv, …
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Progressive Elder Scams Escalate: AI Models Detect Incremental Risk
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I-CARE Reveals Hidden Costs of Machine Unlearning in AI Imaging
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Attention Maps Redefine World Models in AI Agents
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Attention Maps Unlock Scalable World Models for Embodied AI
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HyperWorld Redefines Textual World Models with Hypergraph Serialization
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SCAFFOLD Dataset Unlocks AI Reasoning for Computer Science Diagrams
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LLMs Master 100-Step MD5 Tasks Amid Cascading Error Fears
Researchers demonstrate long-horizon state tracking in LLMs by executing MD5 hashing through 100 dependent tool calls with 92% end-to-end accuracy, defying casc…
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How Instruction-Tuned Small Language Models Detect Incremental Elder Financial Scams
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HyperWorld Redefines Textual World Models with Hypergraph State Serialization
A new study introduces HyperWorld, a framework that leverages hypergraph-structured state serialization to significantly improve learned textual world models. T…
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LLMs Conquer 200-Step MD5 Tasks: State Tracking Breakthrough Revealed
A new paper from arXiv:2609.00012v1 demonstrates large language models executing 200-step MD5 hash computations through dependent tool calls, addressing a criti…
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SCAFFOLD Dataset Sets New Standard for AI Reasoning on Diagrams
A groundbreaking dataset called SCAFFOLD provides structured, question-answer pairs for computer science diagrams, enabling vision-language models to reason thr…
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Long-Horizon AI Tasks Reach New Milestone with MD5 Execution Breakthrough
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Incremental Risk Assessment Tackles Elder Financial Scams via AI
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UI-Venus-2: A Breakthrough in Autonomous GUI Agents Across Platforms
Researchers at Tsinghua University and ByteDance AI Lab unveil UI-Venus-2, a multimodal GUI agent framework designed to automate digital tasks across mobile, we…
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HyperWorld Redefines Textual World Models with Hypergraph Serialization
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