Writing / Research notes

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Notes and essays on agents, language models, and the questions behind them.

2 articles 中文 / English RSS

Oct 7, 2026 12 min read 中 / EN

Multi-Agent Systems, Then and Now: Do We Still Need Them?

Why We Need MAS: Decomposition, Context Management and Exploration-Maxxing

Sep 25, 2026 4 min read 中 / EN

Recent work on scaling agent swarms, and my thoughts and judgments about this direction.