Long Live the Librarian! A Persistent Search Sub-Agent for Energy-Efficient Multi-Agent Software Engineering Systems

arXiv:2605.27787 · cs.MA, cs.CL · Submitted 2026-05-27 · Read on arXiv

cs.MA, cs.CL

Submitted: 2026-05-27

Updated: 2026-08-31

Terminology

• Analyzer — 6× in this paper · explained in 1 episode
• Trace — 6× in this paper · explained in 2 episodes
• Core — 5× in this paper · explained in 2 episodes
• Benchmark — 4× in this paper · explained in 2 episodes
• Pruning — 4× in this paper · explained in 4 episodes
• Energy Efficiency — 3× in this paper · explained in 3 episodes
• Multi-Agent System — 3× in this paper · explained in 5 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• AI Agents — 1× in this paper · explained in 2 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Accountability — 1× in this paper · explained in 2 episodes
• Agentic Coding — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Commentary — 1× in this paper · explained in 2 episodes
• Decode — 1× in this paper · explained in 2 episodes
• KV cache — 1× in this paper · explained in 3 episodes
• Modular Architecture — 1× in this paper · explained in 4 episodes
• Multi-Agent Framework — 1× in this paper · explained in 3 episodes
• Multi-agent Collaborative Framework — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes

Sources

• Brevity Constraints Reverse Performance Hierarchies in Language Models
• CodeXEmbed: A Generalist Embedding Model Family for Multiligual and Multi-task Code Retrieval
• RepoFusion: Training Code Models to Understand Your Repository
• MemGPT: Towards LLMs as Operating Systems
• SWEnergy: An Empirical Study on Energy Efficiency in Agentic Issue Resolution Frameworks with SLMs
• HyperAgent: Generalist Software Engineering Agents to Solve Coding Tasks at Scale

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