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LLM-as-Code Agentic Programming for Agent Harness

research note

LLM-as-Code Agentic Programming for Agent Harness

·7 min read·Junjia Qi, Zichuan Fu, Jingtong Gao et al.

This paper examines a fundamental architectural flaw in current large language model (LLM) agent frameworks — assigning the orchestration role—that is, managing control flow such as loops, branching…

researchllm-agentagentic-programmingcontrol-flowdag-context

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Quantum Cinema — An Interactive Cinematic Exploration of Quantum Computing Hardware via Generative World Models

research note

Quantum Cinema — An Interactive Cinematic Exploration of Quantum Computing Hardware via Generative World Models

·7 min read·Aoyu Zhang, Dongping Liu, Luyao Zhang

Quantum Cinema addresses a critical educational gap in quantum computing by making the physical quantum hardware—typically inaccessible due to extreme cryogenic conditions and sealed laboratory env…

researchquantum-computinggenerative-aiscientific-visualizationquantum-education

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OSGuard — A Benchmark for Safety in Computer-Use Agents

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OSGuard — A Benchmark for Safety in Computer-Use Agents

·8 min read·Mina Mohammadmirzaei, Jeffrey Flanigan

OSGuard addresses a critical blind spot in evaluating computer-use agents — while many benchmarks assess whether agents complete tasks as instructed, they often ignore safety failures where unsafe s…

researchcomputer-use-agentssafety-benchmarkaction-level-oversightrisk-augmentation

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Asymptotically Optimal Codes for Correcting Burst Deletions and Insertions in Labeled DNA Sequences

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Asymptotically Optimal Codes for Correcting Burst Deletions and Insertions in Labeled DNA Sequences

·8 min read·Wenhao Liu, Zhengyi Jiang, Zhongyi Huang et al.

This paper addresses the challenge of correcting burst synchronization errors—specifically bursts of consecutive insertions or deletions—in labeling sequences used in DNA-based data storage

researchdna-data-storageburst-error-correctionrun-length-limited-codessynchronization-codes

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