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该论文构建了两个相连的语言模型副本,研究当一个副本可读取另一个的内部记忆时,它是否会将对方的规则和代码词当作自己的,发现内容覆盖到自身记忆上时默认被标记为'我的',因此模型间交换内部状态的系统必须同时测试所有权与传输。
An IBM Research/Cornell paper shows that pretraining Looped Prediction Transformers (LPT) so later recursions share the KV cache of the first recursion improves perplexity while using 76–79% less context memory at 150M–1B parameter scale, establishing memory sharing as a beneficial architectural inductive bias rather than just a deployment-time trick.
Kody is a software platform that enables AI agents to share memory, secrets, and packages for durable automation and triggering without repeated inference.
Kent C. Dodds announces the upcoming launch of Kody, a solution aimed at addressing common memory sharing problems in multi-agent AI systems.
A content marketer shares their experience switching from Paperclip's ticketing system to Alook, an AI agent tool where agents handle handoffs via email and share memory, reducing manual oversight.
Guild is a single-binary MCP server built with Go, enabling multiple AI coding agents to share memory, task states, and local SQLite storage, while combining keyword and semantic search capabilities.