AI Agent

Autonomous agents, planning, tool use and multi-step workflows.

2 articles

arXivAI Agent

Agensh: Scaling Multi-Agent Collaboration to 1,024 Agents Without a Central Orchestrator

突破中心化瓶頸！Agensh 框架將多 Agent 協作無縫擴展至 1,024 個智慧體

Agensh is a decentralized, self-organized multi-agent harness that scales up to 1,024 agents using an asynchronous cooperation loop, significantly boosting efficiency in complex coding tasks.

Sep 23, 20262 min read

arXivAI Agent

Grow the Harness, Not the Context: Building Low-Cost Specialist Agents via Failure-Guided Code Synthesis

別撐大脈絡，改建構程式框架：Growing Harness 透過「失敗導向學習」自動生成高效能 Agent

Growing Harness is a novel paradigm that turns recurring agent control decisions into reusable, executable code via failure-guided synthesis, slashing inference costs by up to 98.6% while keeping small models highly capable.

Sep 23, 20262 min read