Posts tagged readings
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MAS Conference Papers：近期多智能体系统论文阅读清单
TLDR: This page is a ranked reading shortlist for recent MAS papers, prioritizing collaboration structure, topology design, runtime efficiency, and verification.
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Beyond Individual Intelligence：LLM-based Multi-Agent Systems 的 LIFE 框架
TLDR: The LIFE survey reframes LLM multi-agent systems as a lifecycle: build individual capability, integrate collaboration, attribute failures, then evolve the system.
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Yuandong Tian Talks：搜索空间、RSI 与 Metaproductivity
TLDR: Search quality depends on shaping the action space, not only increasing rollouts; good representations make planning and learning much more effective.
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Compression Is All You Need：把数学进展看成可测压缩
TLDR: Mathematical progress can be viewed as compression when a new abstraction makes many downstream proofs shorter, reusable, or easier to maintain.
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Heuristic Learning：用代码维护可验证的启发式系统
TLDR: Heuristic Learning frames iterative agent work as maintaining a living heuristic system, where patches, rules, and code are compressed into reusable practice.
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AMP：Automatic Mixed Precision 技术笔记
TLDR: AMP speeds training and reduces memory by choosing lower precision for safe ops while keeping higher precision where numerical stability matters.
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Talk with Shunyu Yao：AI 研究的反馈、系统与长期方向
TLDR: The conversation frames agent research as moving from raw model scaling toward long-horizon tool use, memory, personalization, science, and grounded reliability.
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Anthropic Blogs：Harness Engineering 与 Context Engineering
TLDR: Long agentic tasks fail when context, tool use, and coordination drift; the useful lesson is to treat context engineering as runtime design.