chore(main): release 0.3.1

Author: github-actions[bot]

CHANGELOG.md

@@ -1,5 +1,19 @@
 # Changelog
 
+## [0.3.1](https://github.com/NevaMind-AI/memU/compare/v0.3.0...v0.3.1) (2025-11-18)
+
+
+### Bug Fixes
+
+* correct binary name after making a release ([#91](https://github.com/NevaMind-AI/memU/issues/91)) ([0fa721a](https://github.com/NevaMind-AI/memU/commit/0fa721aaae294c6f230221af11084a0a6c1f478d))
+
+
+### Documentation
+
+* fix several words in README ([#89](https://github.com/NevaMind-AI/memU/issues/89)) ([1e3baf9](https://github.com/NevaMind-AI/memU/commit/1e3baf92d5a08ec51a7eda3249bbd4b40530f56c))
+* revise README for clarity and roadmap inclusion ([#86](https://github.com/NevaMind-AI/memU/issues/86)) ([2235b09](https://github.com/NevaMind-AI/memU/commit/2235b099acc7e92ac52b2613fa731f85259d58fd))
+* update images and refine punctuation in README ([#88](https://github.com/NevaMind-AI/memU/issues/88)) ([cc375e8](https://github.com/NevaMind-AI/memU/commit/cc375e89a9b49bda0b7057eee696d74c4c1d9cee))
+
 ## [0.3.0](https://github.com/NevaMind-AI/memU/compare/v0.2.2...v0.3.0) (2025-11-17)
 
 

pyproject.toml

@@ -1,6 +1,6 @@
 [project]
 name = "memu-py"
-version = "0.3.0"
+version = "0.3.1"
 authors = [
     {name = "MemU Team", email = "contact@nevamind.ai"},
 ]