Author

S. Alam

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Jul 2026

Tool-Making and Self-Evolving LLM Agents in Low-Latency Systems

The results show that agents that build and maintain their own tool libraries, a key element of self-evolving agents, can make industrial LLM systems faster, more reliable, and easier to operate.

Kalle Kujanpää, Ning Liu, S. Alam et al. · arXiv.org · 3 citations

Preprint Jul 2026

Eluna: An Agentic LLM System for Automating Warehouse Operations with Reasoning and Task Execution

Eluna is a graph-guided, multi-agent framework that encodes SOPs as directed acyclic graphs with progressive disclosure and delegates independent tasks to parallel sub-agents, each with persistent code execution and live data access.

Ning Liu, Kalle Kujanpää, Zhaoxuan Zhu et al. · 1 citation