📄 中文摘要
LedgerMind 是一个全面的记忆生命周期引擎，旨在解决常规代理记忆在生产环境中失效的问题。它提供自动上下文注入、自动行动日志记录、冲突感知的决策演变以及基于 Git 的审计能力。与传统的向量记忆不同，LedgerMind 的关键特性在于其真正的零接触集成路径，利用原生客户端钩子，使代理能够在不消耗提示令牌的情况下，轻松利用记忆功能。这种创新的系统设计使得代理在执行任务时更加高效和可靠。
LedgerMind：一种能够在真实代理工作中存活的零接触记忆
出处: LedgerMind: Zero-Touch Memory That Survives Real Agent Work
发布: 2026年2月25日
📄 English Summary
LedgerMind: Zero-Touch Memory That Survives Real Agent Work
LedgerMind is a comprehensive memory lifecycle engine designed to address the failures of conventional agent memory in production environments. It offers automatic context injection, action logging, conflict-aware decision evolution, and Git-backed auditability. Unlike traditional vector memory, the key feature of LedgerMind is its true zero-touch integration path, utilizing native client hooks, allowing agents to leverage memory capabilities without consuming prompt tokens. This innovative system design enhances the efficiency and reliability of agents during task execution.