Author

Li-Ming Zhu

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#artificial intelligence Preprint Sep 2026

Constraint-Driven Context Engineering: Designing Domain Interfaces for AI Systems

Constraint-Driven Context Engineering (CDCE), a design approach for engineering domain interfaces for AI systems that identifies and characterises constraints, determines the required context assets, and designs representations through which these assets are made available to AI systems, is proposed.

Xi-Wei Xu, Chen Wang, Meng-Meng Yang et al. · 0 citations

Jul 2026

TRACE: A Two-Channel Robust Attribution Watermark via Complementary Embeddings for LLM-Agent Trajectories

TRACE is presented, to the authors' knowledge the first agent watermark that is distortion-free in its action choices, self-synchronizing under deletion, and unconditionally invariant under rewriting, and it is proved this behavioral watermark's signal is bought with decision entropy.

Zhengguang Gao, Xiao-Yu Li, Xiao-Yang Feng et al. · arXiv.org · 3 citations