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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Jialu Zhang

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Open access Oct 2026

ScratchNet: A Multi-modal Benchmark for Evaluating and Advancing LLMs on Scratch Programming Tasks

Large language models (LLMs) have achieved impressive performance on text-based programming tasks, yet they remain unreliable for block-based languages such as Scratch. Scratch programs feature deeply nested, nonlinear structures, event-driven concurrency across multiple sprites, and tight coupling between code and mul...

Yuan Si, Si-Meng Han, Da-Ming Li et al. · 0 citations
Book Open access Jul 2026

Context-Aware Feedback Compression in Online Judge Programming with LLMs

This work instantiates budgeted oracle-to-hint compression in online judge (OJ) style algorithmic programming as a modular interactive agent that couples an LLM core with a sandboxed judger, a feedback-to-hint prompt constructor, and trajectory memory.

Jialiang Gu, Keren Zhou, Daming Li et al. · 2 citations

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