diff --git a/README.md b/README.md
index 9611e1b..c63c400 100644
--- a/README.md
+++ b/README.md
@@ -21,7 +21,6 @@
-- [Upcoming Features](#upcoming-features)
- [Why Ever OS](#why-ever-os)
- [Quick Start](#quick-start)
- [Use Cases](#use-cases)
@@ -35,19 +34,6 @@
-## Upcoming Features
-
-> [!IMPORTANT]
->
-> **Knowledge Wiki:** editable, source-backed Markdown knowledge pages built
-> from memory.
->
-> **Reflection:** idle-time and offline memory evolution that connects
-> signals, compresses history, and improves profiles and skills between
-> sessions.
-
-
-
## Why Ever OS
EverOS is a Python library and local-first memory runtime for agents and
@@ -87,6 +73,16 @@ for fast retrieval and self-evolving reuse.
✅ Search by user_id, agent_id, app_id, project_id, and session_id |
❌ Usually app, namespace, tenant, thread, or graph scoped |
+
+| Knowledge Wiki |
+✅ Editable, source-backed Markdown knowledge pages with taxonomy, CRUD APIs, and topic search |
+❌ Usually separate from memory, trapped in a dashboard, or not tied back to source files |
+
+
+| Reflection |
+✅ Offline memory evolution that merges episode clusters and refines profiles and skills between sessions |
+❌ Usually retrieval-only memory with little background consolidation or long-horizon improvement |
+
diff --git a/docs/release-notes-1.1.0.md b/docs/release-notes-1.1.0.md
index 91af831..ff5f7bf 100644
--- a/docs/release-notes-1.1.0.md
+++ b/docs/release-notes-1.1.0.md
@@ -1,4 +1,4 @@
-# EverOS 1.1.0 Release Notes
+# EverOS 1.1.0
EverOS 1.1.0 expands the memory system beyond user episodes with first-class
knowledge management, reflection, and stronger operational guarantees around
@@ -21,10 +21,10 @@ search, persistence, and API contracts.
## Compatibility Notes
-- Existing local TUI demo registration remains available in this PR.
+- Existing local TUI demo registration remains available.
- Existing DashScope rerank support is preserved; the DashScope provider file
- is not replaced by the 1.1.0 archive.
-- The update intentionally leaves directories outside the 1.1.0 archive scope,
+ is not replaced by the 1.1.0 update.
+- The release intentionally leaves directories outside the 1.1.0 update scope,
including existing use-case and iOS demo material, untouched.
- Knowledge search requires configured embedding and rerank providers. Missing
providers now fail explicitly with configuration errors rather than silently
@@ -42,7 +42,7 @@ search, persistence, and API contracts.
## Verification
-This PR was checked with:
+This release was checked with:
- `uv run ruff check .`
- `uv run pytest tests/unit`