diff --git a/CMakeLists.txt b/CMakeLists.txt
index 858000e6..480409d8 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -1,6 +1,6 @@
 cmake_minimum_required(VERSION 3.20)
 
-project(RaBitQLib VERSION 0.7.1 LANGUAGES CXX)
+project(RaBitQLib VERSION 0.7.2 LANGUAGES CXX)
 
 include(CMakePackageConfigHelpers)
 include(GNUInstallDirs)
diff --git a/README.md b/README.md
index 2f777d77..52563789 100644
--- a/README.md
+++ b/README.md
@@ -16,9 +16,13 @@ approximate nearest-neighbor search. See the [research papers](docs/docs/papers.
 
 ## News
 
+- **v0.7.2:** Python type hints, expanded API documentation, path-like inputs,
+  clearer input errors, and concise index representations. Internal quantization
+  refactoring and streamlined regression checks preserve existing APIs and index formats.
+  See the [release notes](docs/docs/releases/0.7.2.md).
 - **v0.7.0:** Modular C++ components, stable core API v1, optional
-  OpenMP for numerical components, and unified index counts. This documentation
-  targets 0.7.0; see the [upgrade notes](docs/docs/releases/0.7.0.md).
+  OpenMP for numerical components, and unified index counts. See the
+  [upgrade notes](docs/docs/releases/0.7.0.md).
 
 ## Vector indexes
 
@@ -44,7 +48,7 @@ settings, and limitations.
 ### Python
 
 ```bash
-python -m pip install --upgrade "rabitqlib>=0.7.1"
+python -m pip install --upgrade "rabitqlib>=0.7.2"
 ```
 
 Wheels support CPython 3.11–3.14 on Linux x86-64/ARM64, Windows x86-64,
diff --git a/docs/docs/cpp_integration.md b/docs/docs/cpp_integration.md
index 70931b6f..ec135f53 100644
--- a/docs/docs/cpp_integration.md
+++ b/docs/docs/cpp_integration.md
@@ -58,12 +58,12 @@ The core example is built as the `core_example` CMake target. For the GIST bench
 
 The [core quantization v1 API](rabitq/core_api.md) has a C++ source-compatibility contract.
 Other C++ APIs may evolve, and no cross-version C++ binary ABI is promised.
-Pin the `v0.7.0` release and include RaBitQ-Library as a Git submodule:
+Pin the `v0.7.2` release and include RaBitQ-Library as a Git submodule:
 
 ```bash
 git submodule add https://github.com/VectorDB-NTU/RaBitQ-Library.git third_party/rabitqlib
 git submodule update --init --recursive
-git -C third_party/rabitqlib checkout v0.7.0
+git -C third_party/rabitqlib checkout v0.7.2
 git add third_party/rabitqlib
 ```
 
diff --git a/docs/docs/index.md b/docs/docs/index.md
index 1f2ad8dc..538a6f2c 100644
--- a/docs/docs/index.md
+++ b/docs/docs/index.md
@@ -24,7 +24,7 @@ estimation into your own C++ search engine.</p>
 </div>
 
 ```bash
-python -m pip install "rabitqlib>=0.7.0"
+python -m pip install "rabitqlib>=0.7.2"
 ```
 
 [Installation and supported platforms](installation.md) ·
@@ -102,5 +102,5 @@ when choosing an index.
 ## Explore further
 
 - [Algorithm overview](rabitq/rabitq.md) for the rotation, encoding, and scoring workflow.
-- [RaBitQ Library 0.7.0 release notes](releases/0.7.0.md) for new APIs and upgrade guidance.
+- [RaBitQ Library 0.7.2 release notes](releases/0.7.2.md) for the latest changes and upgrade guidance.
 - [Papers and citations](papers.md) for the original RaBitQ method, its multi-bit extension, and SymphonyQG.
diff --git a/docs/docs/installation.md b/docs/docs/installation.md
index c44542e4..f8e9e572 100644
--- a/docs/docs/installation.md
+++ b/docs/docs/installation.md
@@ -1,6 +1,6 @@
 # Installation
 
-Platform requirements and source installation for RaBitQ Library **0.7.0**.
+Platform requirements and source installation for RaBitQ Library **0.7.2**.
 For the first Python example, see [Quick Start](quick_start.md).
 
 ## Requirements
@@ -40,7 +40,7 @@ build can use scalar kernels without the FastScan CPU baseline.
 ## Python wheels
 
 ```bash
-python -m pip install "rabitqlib>=0.7.0"
+python -m pip install "rabitqlib>=0.7.2"
 ```
 
 For changes from 0.6.0, see the [0.7.0 upgrade notes](releases/0.7.0.md).
@@ -50,13 +50,21 @@ Linux ARM64 and macOS ARM64 wheels bundle OpenMP, so wheel users do not
 need a separate OpenMP installation.
 Release wheels disable native CPU tuning and select supported kernels at runtime.
 
+### Python editor support
+
+Version 0.7.2 includes type declarations (`__init__.pyi`) and a `py.typed` marker
+for editor completion and static type checking. Select the Python environment
+where `rabitqlib` is installed. Index and clustering docstrings describe parameters,
+defaults and returned arrays; use `help(IvfIndex)` or `help(RaBitQKMeans)` after
+importing those classes. Array shapes and parameter ranges are still checked at runtime.
+
 ## Get the source
 
-For Python source builds or C++ use, obtain the 0.7.0 checkout once. With Git
+For Python source builds or C++ use, obtain the 0.7.2 checkout once. With Git
 installed, run:
 
 ```bash
-git clone --branch v0.7.0 --depth 1 https://github.com/VectorDB-NTU/RaBitQ-Library.git
+git clone --branch v0.7.2 --depth 1 https://github.com/VectorDB-NTU/RaBitQ-Library.git
 cd RaBitQ-Library
 ```
 
diff --git a/docs/docs/quick_start.md b/docs/docs/quick_start.md
index 5759a89e..b45f728a 100644
--- a/docs/docs/quick_start.md
+++ b/docs/docs/quick_start.md
@@ -1,13 +1,13 @@
 # Quick start
 
 Build, search, save and reload a small IVF-RaBitQ index with Python. This guide describes
-**0.7.0** and uses synthetic data, so no dataset download is required.
+**0.7.2** and uses synthetic data, so no dataset download is required.
 For C++, go directly to [C++ integration](cpp_integration.md).
 
 ## Install
 
 ```bash
-python -m pip install "rabitqlib>=0.7.0"
+python -m pip install "rabitqlib>=0.7.2"
 ```
 
 Wheels support CPython 3.11–3.14 on Linux x86-64/ARM64, Windows x86-64 and
diff --git a/docs/docs/releases/0.7.2.md b/docs/docs/releases/0.7.2.md
new file mode 100644
index 00000000..41973a60
--- /dev/null
+++ b/docs/docs/releases/0.7.2.md
@@ -0,0 +1,40 @@
+# RaBitQ Library 0.7.2
+
+This release improves Python API usability and consolidates internal quantization
+code and regression checks.
+
+## Python changes
+
+- Packages include type declarations and `py.typed` for editor completion and
+  static checking. Index and clustering docstrings now describe parameters,
+  defaults, array shapes and returned values. See [editor support](../installation.md#python-editor-support).
+- Index `save` and `load` accept `pathlib.Path` and `os.PathLike`, alongside
+  existing string, bytes and bytearray paths. Embedded null characters are
+  rejected before file access. See [file-path contracts](../index/usage.md#threading-and-file-paths).
+- Invalid inputs report more context, including expected dimensions, actual
+  shapes or dtypes, and invalid cluster-ID positions.
+- `repr(index)` summarizes index configuration, counts and build state without
+  searching or modifying the index. See [index counts](../index/usage.md#index-counts).
+
+## Internal changes
+
+Quantization paths share factor and threshold calculations and reuse prepared
+residuals. Regression coverage includes numerical references, degenerate inputs,
+Python boundaries and persistence. Test and CI consolidation reduces repeated
+validation while retaining platform and installed-package checks. These changes
+do not establish a new performance result; the published
+[benchmarks](../benchmarks/bench.md) retain their recorded 0.7.1 provenance.
+
+## Upgrading
+
+From 0.7.1, existing public call forms and index file formats remain supported;
+no index conversion is required. C++ component targets and the stable core API v1
+remain unchanged. Rebuild C++ consumers with matching headers and libraries;
+no cross-version C++ binary ABI is promised.
+
+When upgrading from before 0.7.0, also follow the
+[0.7.0 migration guide](../modular_migration.md) for component targets, headers
+and index-count semantics.
+
+Use the [installation guide](../installation.md) for supported platforms and
+the [quick start](../quick_start.md) for a complete Python example.
diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index cb3d32db..ac225b80 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -12,6 +12,7 @@ nav:
   - Installation: installation.md
   - C++ Integration: cpp_integration.md
   - Release notes:
+      - "0.7.2": releases/0.7.2.md
       - "0.7.0": releases/0.7.0.md
       - "0.6.0": releases/0.6.0.md
   - RaBitQ:
diff --git a/pyproject.toml b/pyproject.toml
index 46a246da..408d768a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "scikit_build_core.build"
 
 [project]
 name = "rabitqlib"
-version = "0.7.1"
+version = "0.7.2"
 description = "RaBitQ Python bindings for indexes and clustering"
 readme = "README.md"
 requires-python = ">=3.11"