diff --git a/README.md b/README.md
index c50d3c84..596e576e 100644
--- a/README.md
+++ b/README.md
@@ -30,7 +30,7 @@
- [Project Structure](#project-structure)
- [Documentation](#documentation)
- [Use Cases](#use-cases)
-- [Stay Tuned](#stay-tuned)
+- [Watch EverOS](#watch-everos)
- [EverMind Ecosystems](#evermind-ecosystems)
- [Contributing](#contributing)
@@ -55,16 +55,19 @@
Markdown As Source Of Truth
+
All memory is persisted as .md files: readable, editable,
grep-able, Git-versioned, and openable directly in Obsidian.
|
Local Three-Part Stack
+
Markdown + SQLite + LanceDB keep vectors, BM25, and scalar filters
local. No MongoDB, Elasticsearch, or Redis required.
|
Dual-Track Memory
+
Agent memory (cases / skills) and user memory
(episodes / profile) are extracted independently.
|
@@ -72,16 +75,19 @@ Agent memory (cases / skills) and user memory
Multimodal Ingestion
+
Text, images, audio, documents, PDFs, HTML, and email are unified into
searchable memory.
|
Self-Evolution
+
Common skills are extracted from real usage; repeated patterns become
reusable workflows, no retraining required.
|
Orthogonal Retrieval
+
Search independently by user_id, agent_id,
app_id, project_id, and session_id.
|
@@ -656,11 +662,15 @@ Explore stored entities and relationships in a graph interface. Frontend demo; b
-## Stay Tuned
+## Watch EverOS
-Star the repo or join the community links above to follow new architecture methods, benchmark releases, memory-enabled use cases, Wiki-style memory, and Dreaming updates.
+EverOS 1.0.0 is the first release of a larger memory-system roadmap.
+Watch this repository for upcoming work on Wiki-style memory, Dreaming,
+deeper offline evolution, benchmark releases, and more real-world agent
+integrations.
-
+If EverOS is useful to your agent stack, starring the repo helps more
+builders discover it.
### Star History
diff --git a/README.zh-CN.md b/README.zh-CN.md
index 77a04efd..1a382d59 100644
--- a/README.zh-CN.md
+++ b/README.zh-CN.md
@@ -30,7 +30,7 @@
- [项目结构](#项目结构)
- [文档](#文档)
- [使用场景](#使用场景)
-- [持续关注](#持续关注)
+- [关注 EverOS](#关注-everos)
- [EverMind 生态](#evermind-生态)
- [参与贡献](#参与贡献)
@@ -55,28 +55,34 @@
Markdown As Source Of Truth
+
所有记忆持久化为 .md 文件:可读、可改、可 grep、可 Git 版本化,也可直接用 Obsidian 打开。
|
Local Three-Part Stack
+
Markdown + SQLite + LanceDB 在本地完成向量、BM25 和标量过滤检索,无需 MongoDB、Elasticsearch 或 Redis。
|
Dual-Track Memory
+
Agent 记忆(cases / skills)与用户记忆(episodes / profile)独立提取,互不污染。
|
Multimodal Ingestion
+
文本、图像、音频、文档、PDF、HTML 和邮件统一抽取为可检索的记忆形态。
|
Self-Evolution
+
从真实使用经验中自动抽取共性 skills,重复模式沉淀为可复用流程,无需重训。
|
Orthogonal Retrieval
+
按 user_id、agent_id、app_id、project_id 和 session_id 五维独立检索。
|
@@ -642,12 +648,14 @@ Claude Code 的持久记忆插件。自动保存并回忆过去 coding sessions
-## 持续关注
+## 关注 EverOS
-Star 这个仓库,或加入上面的社区链接,以持续关注新的架构方法、benchmark releases、
-memory-enabled use cases、Wiki 式记忆和 Dreaming 更新。
+EverOS 1.0.0 是更大规模记忆系统路线图的第一个发布版本。Watch 这个仓库,
+即可持续关注 Wiki 式记忆、Dreaming、更深入的离线进化、benchmark releases,
+以及更多真实 Agent 集成。
-
+如果 EverOS 对你的 Agent stack 有帮助,Star 这个仓库也会帮助更多 builders
+发现它。
### Star 趋势