desirecore · yi-ge · Jun 28, 2026 · Jun 28, 2026
diff --git a/README.md b/README.md
@@ -17,7 +17,7 @@ English | [简体中文](README.zh-CN.md)
 
 Unlike traditional assistants that only respond to commands, DesireCore learns your way of working through everyday conversations. It remembers your preferences, forms habits, and gradually becomes a digital companion that truly understands you.
 
-**Delegation-based interaction** means you don't need to operate the AI step by step. Instead, you express your intent, and DesireCore's agents autonomously plan, execute, and report back — like delegating work to a capable colleague.
+**Delegation-based interaction** means you don't need to operate the AI step by step. Instead, you express your intent, and DesireCore's agents autonomously plan, execute, and report back — like delegating work to a capable colleague. The whole experience follows a simple loop: **Teach → Collaborate → Execute**.
 
 ### Core Philosophy
 
@@ -27,14 +27,65 @@ Unlike traditional assistants that only respond to commands, DesireCore learns y
 
 ---
 
-## Features
+## Capabilities
 
-- **Learns** — Teach it via conversation; it remembers your preferences and forms working habits over time
-- **Acts** — Not just chat; agents can actually execute tasks, call tools, and report results back to you
-- **Auditable** — Every action is recorded: what happened, why it happened, and what data was used
-- **Reversible** — Roll back any action anytime; experiment fearlessly without permanent consequences
-- **Composable** — Combine agents, skills, and tools like building blocks to create complex workflows
-- **Shareable** — Export and share your trained agents with others via the marketplace or Git repositories
+DesireCore is more than a chatbot — it's an operating system for agents.
+
+### 🗣️ Teach by Conversation
+
+Train agents the way you'd onboard a colleague — set rules, show examples, and correct mistakes in plain language. No code, no flowcharts. What you teach becomes a permanent, editable rule.
+
+### 🧠 Memory & Continuous Evolution
+
+Agents keep long-term memory across sessions. **Auto Dream** consolidates day-to-day experience into lasting knowledge, so skills and agents keep improving on their own.
+
+### 👥 Multi-Agent Collaboration
+
+Assemble a team through conversation. DesireCore runs **SubAgents**, async tasks, **Swarm**, and **Team** modes — multiple specialized agents working in parallel to cut latency and token cost.
+
+### ⚙️ Workflow Orchestration & Automation
+
+A visual workflow editor, a decision-tree engine, and replay/debugging. Trigger work on a schedule, by event, or by condition — and let agents drive desktop GUIs (open apps, click buttons, recognize screens) for true end-to-end automation.
+
+### 📁 AgentFS — Everything is a File
+
+Agents, memories, skills, and rules live as plain files: Git-friendly, inspectable, exportable, and version-controlled. Bring Your Own Key (BYOK) keeps data flowing directly to your provider, never through a middleman.
+
+### 🛡️ Three-Layer Safety & Control
+
+Every step is visible in real time, permissions are set per tool, and any action can be rolled back. Low-risk actions auto-approve, high-risk actions wait for your review, and dangerous actions are blocked — all backed by a complete audit trail.
+
+### 🎨 Multimodal
+
+Work across text, images, voice, video, and code.
+
+### 🔌 Model-Agnostic
+
+No vendor lock-in. Connect OpenAI, Anthropic (Claude), Google (Gemini), DeepSeek, Qwen, local models via Ollama, and more — using your own API key.
+
+### 🛒 Agent Market
+
+Publish and discover agents, skills, and workflow templates built by the community.
+
+---
+
+## Use Cases
+
+DesireCore adapts to real, everyday work:
+
+- **Documents & contracts** — smart drafting and diff-based review
+- **Email** — unified inbox management across Gmail, Outlook, and IMAP
+- **Software development** — coding with full file-system access
+- **Monitoring** — scheduled data checks and reporting
+- **Research** — literature review and paper processing
+- **Professional writing** — bids and tenders, official documents, and reports
+- **Domain decisions** — e.g. power-trading decision support
+
+---
+
+## HostAgent
+
+**HostAgent** is an optional companion service (currently for macOS) that lets agents operate a computer's GUI remotely — controlling mouse and keyboard, managing multiple devices at once, and running scheduled tasks with heartbeat monitoring.
 
 ---
 
@@ -43,12 +94,14 @@ Unlike traditional assistants that only respond to commands, DesireCore learns y
 | Platform | Minimum | Recommended |
 |----------|---------|-------------|
 | **Windows** | Windows 10 (x64) | Windows 11 (x64 / ARM64) |
-| **macOS** | macOS 12 Monterey | macOS 14+ (Intel / Apple Silicon) |
+| **macOS** | macOS 13 Ventura | macOS 14+ (Intel / Apple Silicon) |
 | **Linux** | Ubuntu 20.04+ / Fedora 36+ (x64) | Ubuntu 22.04+ (x64 / ARM64) |
 | **Disk** | 500 MB | 1 GB+ |
 | **RAM** | 4 GB | 8 GB+ |
 | **Network** | Required for AI model API calls | Broadband recommended |
 
+> **Linux** builds also run on mainstream domestic distributions, including UOS, Deepin, and Kylin.
+>
 > **Web version** is currently in development and will run in modern browsers (Chrome, Firefox, Safari, Edge).
 >
 > **Mobile versions** for Android, HarmonyOS, and iOS (iPhone & iPad) are also in development.
@@ -169,20 +222,32 @@ Auto-updates are delivered through our CDN for fast and reliable downloads world
 
 ---
 
+## Pricing & Licensing
+
+DesireCore's core OS is **free** for individuals and small teams — bring your own AI model API key and you're ready to go. Optional managed compute plans and enterprise licensing (SSO, centralized audit, private deployment, dedicated support) are available for larger organizations.
+
+See the [pricing page](https://www.desirecore.com/pricing) for full details.
+
+---
+
 ## FAQ
 
 ### Is DesireCore free?
 
-Yes, DesireCore is free to download and use. You need to bring your own AI model API key (e.g., OpenAI, Anthropic, DeepSeek) to power the AI capabilities.
+Yes, DesireCore is free to download and use. You bring your own AI model API key (e.g., OpenAI, Anthropic, DeepSeek) to power the AI capabilities. Optional managed compute and enterprise licensing are available — see [Pricing & Licensing](#pricing--licensing).
 
 ### What AI models are supported?
 
-DesireCore supports 14+ AI providers out of the box, including OpenAI, Anthropic (Claude), Google (Gemini), DeepSeek, Qwen, and more. You can configure your preferred provider and model in Settings.
+DesireCore supports 14+ AI providers out of the box, including OpenAI, Anthropic (Claude), Google (Gemini), DeepSeek, Qwen, and local models via Ollama. You can configure your preferred provider and model in Settings.
 
 ### Is my data safe?
 
 Yes. All data is stored locally by default. The app works without any network connection for local features. Cloud sync is optional and uses end-to-end encryption.
 
+### What is HostAgent?
+
+HostAgent is an optional companion service (currently for macOS) that lets agents control a computer's GUI remotely — mouse, keyboard, multiple devices, and scheduled tasks with heartbeat monitoring. It's only needed if you want remote desktop automation.
+
 ### Can I use DesireCore without Electron (Web only)?
 
 The Web version is currently in development. Once released, you will be able to use DesireCore directly in your browser without installing any desktop app.
@@ -203,12 +268,14 @@ Agents are file-based (AgentFS). You can share them by:
 ## Links
 
 - [Official Website](https://www.desirecore.com)
+- [Features](https://www.desirecore.com/features)
+- [Pricing](https://www.desirecore.com/pricing)
 - [All Releases](https://github.com/desirecore/agent-os/releases)
 
 ---
 
 ## License
 
-The release binaries are distributed under the [DesireCore License](https://github.com/desirecore/desirecore/blob/main/LICENSE). Starting from v10, DesireCore uses a tiered licensing model designed to balance commercial investment and open-source contribution.
+The release binaries are distributed under the [DesireCore License](https://github.com/desirecore/desirecore/blob/main/LICENSE). Starting from v10, DesireCore uses a tiered licensing model designed to balance commercial investment and open-source contribution. See the [pricing page](https://www.desirecore.com/pricing) for how licensing applies to individuals, teams, and enterprises.
 
 Copyright © 2026 Yunnan Solar Corona Technology Co., Ltd.
diff --git a/README.zh-CN.md b/README.zh-CN.md
@@ -17,7 +17,7 @@
 
 与传统的 AI 助手不同，DesireCore 通过日常对话学习你的工作方式。它会记住你的偏好、学习你的习惯，逐渐成为一个真正懂你的数字同伴。
 
-**委派式交互** 意味着你不需要一步步操作 AI，而是表达意图，DesireCore 的智能体会自主规划、执行并汇报结果——就像把工作委派给一位能干的同事。
+**委派式交互** 意味着你不需要一步步操作 AI，而是表达意图，DesireCore 的智能体会自主规划、执行并汇报结果——就像把工作委派给一位能干的同事。整个体验遵循一个简单的闭环：**教学 → 协作 → 执行**。
 
 ### 核心理念
 
@@ -27,14 +27,65 @@
 
 ---
 
-## 特性
+## 核心能力
 
-- **会学习** — 通过对话教它做事，它会记住你的偏好并逐渐形成工作习惯
-- **会行动** — 不只是聊天，智能体能够实际执行任务、调用工具，并向你汇报结果
-- **可追溯** — 每次操作都有记录：做了什么、为什么这么做、使用了什么数据
-- **可回滚** — 任何操作都可以随时撤回，放心实验，不用担心后果
-- **可组合** — 像搭积木一样组合智能体、技能和工具，构建复杂的工作流
-- **可分享** — 通过市场或 Git 仓库导出和分享你训练好的智能体
+DesireCore 不只是一个聊天机器人，而是一个面向智能体的操作系统。
+
+### 🗣️ 对话式教学
+
+像带新同事一样训练智能体——用大白话设定规则、给出示例、纠正错误。无需代码，无需流程图。你教过的内容会沉淀为一条永久且可编辑的规则。
+
+### 🧠 记忆与持续进化
+
+智能体跨会话保留长期记忆。**Auto Dream** 自动将日常经验整合为长期知识，让技能与智能体能够自我成长。
+
+### 👥 多智能体协作
+
+通过对话即可组建团队。DesireCore 支持 **SubAgent**、异步任务、**Swarm**（蜂群）与 **Team**（团队）模式——多个专精智能体并行工作，降低延迟与 Token 消耗。
+
+### ⚙️ 工作流编排与自动化
+
+可视化工作流编辑器、决策树引擎，以及回放/调试能力。可按定时、事件或条件触发任务，并让智能体直接操作桌面 GUI（打开应用、点击按钮、识别屏幕），实现真正端到端的自动化。
+
+### 📁 AgentFS——一切皆文件
+
+智能体、记忆、技能和规则都以普通文件形式存在：Git 友好、可检查、可导出、可版本控制。BYOK（自带密钥）让数据直连你的服务商，绝不经过中间方。
+
+### 🛡️ 三层安全可控
+
+每一步操作实时可见，权限按工具粒度设置，任何操作都可回退。低风险操作自动审批、高风险操作等待你确认、危险操作直接拦截——并附带完整的审计链。
+
+### 🎨 多模态
+
+支持文本、图片、语音、视频与代码。
+
+### 🔌 不绑定模型供应商
+
+无供应商锁定。可接入 OpenAI、Anthropic（Claude）、Google（Gemini）、DeepSeek、通义千问，以及通过 Ollama 接入的本地模型等——使用你自己的 API 密钥。
+
+### 🛒 Agent Market
+
+发布与获取由社区构建的智能体、技能和工作流模板。
+
+---
+
+## 应用场景
+
+DesireCore 适配真实的日常工作：
+
+- **文书与合同** — 智能起草与基于差异（diff）的审查
+- **邮件** — 统一管理 Gmail、Outlook、IMAP 收件箱
+- **软件开发** — 拥有完整文件系统访问能力的编码协助
+- **数据巡检** — 定时数据检查与汇报
+- **研究** — 文献综述与论文处理
+- **专业写作** — 招标标书、公文与报告
+- **行业决策** — 例如电力交易决策支持
+
+---
+
+## HostAgent
+
+**HostAgent** 是一个可选的配套服务（当前支持 macOS），让智能体远程操作计算机的 GUI——控制鼠标键盘、同时管理多台设备，并运行带心跳巡检的定时任务。
 
 ---
 
@@ -43,12 +94,14 @@
 | 平台 | 最低配置 | 推荐配置 |
 |------|---------|----------|
 | **Windows** | Windows 10 (x64) | Windows 11 (x64 / ARM64) |
-| **macOS** | macOS 12 Monterey | macOS 14+（Intel / Apple Silicon） |
+| **macOS** | macOS 13 Ventura | macOS 14+（Intel / Apple Silicon） |
 | **Linux** | Ubuntu 20.04+ / Fedora 36+ (x64) | Ubuntu 22.04+（x64 / ARM64） |
 | **磁盘** | 500 MB | 1 GB+ |
 | **内存** | 4 GB | 8 GB+ |
 | **网络** | AI 模型 API 调用需联网 | 建议宽带连接 |
 
+> **Linux** 构建同样可运行于主流国产发行版，包括统信 UOS、深度 Deepin 与银河麒麟（Kylin）。
+>
 > **Web 版本** 正在开发中，发布后可在现代浏览器中直接使用（Chrome、Firefox、Safari、Edge）。
 >
 > **移动端版本**（Android、HarmonyOS、iOS 手机和 iPad）也正在开发中。
@@ -169,20 +222,32 @@ DesireCore 内置自动更新功能：
 
 ---
 
+## 定价与授权
+
+DesireCore 的核心 OS 对个人与小团队**免费**——自备 AI 模型 API 密钥即可开始使用。面向更大规模的组织，提供可选的官方算力套餐与企业授权（SSO、集中审计、私有化部署、专属支持）。
+
+完整细节见[官网定价页](https://www.desirecore.com/pricing)。
+
+---
+
 ## 常见问题
 
 ### DesireCore 免费吗？
 
-是的，DesireCore 免费下载和使用。你需要自备 AI 模型 API 密钥（如 OpenAI、Anthropic、DeepSeek）来驱动 AI 功能。
+是的，DesireCore 免费下载和使用。你需要自备 AI 模型 API 密钥（如 OpenAI、Anthropic、DeepSeek）来驱动 AI 功能。同时提供可选的官方算力与企业授权——详见[定价与授权](#定价与授权)。
 
 ### 支持哪些 AI 模型？
 
-DesireCore 开箱即用支持 14+ AI 服务商，包括 OpenAI、Anthropic（Claude）、Google（Gemini）、DeepSeek、通义千问等。你可以在设置中配置首选的服务商和模型。
+DesireCore 开箱即用支持 14+ AI 服务商，包括 OpenAI、Anthropic（Claude）、Google（Gemini）、DeepSeek、通义千问，以及通过 Ollama 接入的本地模型。你可以在设置中配置首选的服务商和模型。
 
 ### 我的数据安全吗？
 
 安全。所有数据默认存储在本地。本地功能无需任何网络连接。云同步是可选的，使用端到端加密。
 
+### 什么是 HostAgent？
+
+HostAgent 是一个可选的配套服务（当前支持 macOS），让智能体远程操作计算机的 GUI——控制鼠标、键盘、管理多台设备，并运行带心跳巡检的定时任务。仅在你需要远程桌面自动化时才需要它。
+
 ### 有 Web 版本吗？
 
 Web 版本正在开发中。发布后你可以直接在浏览器中使用 DesireCore，无需安装桌面应用。
@@ -203,12 +268,14 @@ Android、HarmonyOS 和 iOS（iPhone 和 iPad）版本正在开发中。请关
 ## 链接
 
 - [官方网站](https://www.desirecore.com)
+- [功能介绍](https://www.desirecore.com/features)
+- [定价](https://www.desirecore.com/pricing)
 - [所有版本](https://github.com/desirecore/agent-os/releases)
 
 ---
 
 ## 许可证
 
-发布二进制文件遵循 [DesireCore 许可证](https://github.com/desirecore/desirecore/blob/main/LICENSE) 分发。DesireCore 从 v10 起采用分层开源许可模式，旨在商业投入与开源贡献之间寻求平衡。
+发布二进制文件遵循 [DesireCore 许可证](https://github.com/desirecore/desirecore/blob/main/LICENSE) 分发。DesireCore 从 v10 起采用分层开源许可模式，旨在商业投入与开源贡献之间寻求平衡。关于授权如何适用于个人、团队与企业，详见[官网定价页](https://www.desirecore.com/pricing)。
 
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