diff --git a/.github/ISSUE_TEMPLATE/question.yml b/.github/ISSUE_TEMPLATE/question.yml
index d560591..d27dbca 100644
--- a/.github/ISSUE_TEMPLATE/question.yml
+++ b/.github/ISSUE_TEMPLATE/question.yml
@@ -2,11 +2,15 @@ name: Question
 description: You have a question about Moshi/Mimi, this codebase.
 labels: ["question", "triage"]
 body:
+  - type: markdown
+    attributes:
+      value: |
+        Please first check the [FAQ](https://github.com/kyutai-labs/moshi/blob/main/FAQ.md).
   - type: checkboxes
     id: terms
     attributes:
       label: Due diligence
-      description: Have you searched the existing issues / Google / asked ChatGPT?
+      description: Have you searched the existing issues / FAQ / Google / asked ChatGPT?
       options:
         - label: I have done my due diligence in trying to find the answer myself.
           required: true
diff --git a/.github/actions/moshi_build/action.yml b/.github/actions/moshi_build/action.yml
index 08c09e2..3a9e214 100755
--- a/.github/actions/moshi_build/action.yml
+++ b/.github/actions/moshi_build/action.yml
@@ -5,7 +5,7 @@ runs:
   steps:
   - uses: actions/setup-python@v2
     with:
-      python-version: '3.10'
+      python-version: '3.10.14'
   - uses: actions/cache@v3
     id: cache
     with:
@@ -22,6 +22,6 @@ runs:
   - name: Setup env
     shell: bash
     run: |
-      source  env/bin/activate 
-      pre-commit install || ( echo "FAILED" && ls && ls env && ls env/bin/ && exit 1 )
+      source  env/bin/activate
       pip install -e './moshi[dev]'
+      pre-commit install
diff --git a/FAQ.md b/FAQ.md
new file mode 100644
index 0000000..0cda0bb
--- /dev/null
+++ b/FAQ.md
@@ -0,0 +1,31 @@
+# FAQ
+
+Here is the answer to a number of frequently asked questions.
+
+### Will you release training code?
+
+We will release some training / fine-tuning code, but we do not have any timeline yet. Please be patient.
+
+### Will you release the dataset?
+
+We will not release the pre-training dataset.
+
+### Is Moshi multilingual?
+
+At the moment no. Moshi only speaks English. It has some basic support for translating some sentences
+or words to other languages, but you shouldn't expect to use it fully in any other language than English.
+
+### Can I change Moshi's voice / personality?
+
+This would require fine tuning, which is not currently supported.
+
+### Can Moshi run on a M1, or smaller GPUs?
+
+Sadly we do not think this is currently possible. Quantizing beyond 4 bits lead to dramatic
+decrease in quality, see [PR #58](https://github.com/kyutai-labs/moshi/pull/58).
+While we keep those limitations in mind for future versions, there is no immediate solution.
+
+### Can we run quantized Moshi with PyTorch?
+
+At the moment no, we might look into adding this feature when we get the time. At the moment
+it is however possible to use the Rust backend, which should run in int8 with CUDA.
diff --git a/README.md b/README.md
index cf28c10..9532d88 100644
--- a/README.md
+++ b/README.md
@@ -77,12 +77,12 @@ All models are released under the CC-BY 4.0 license.
 
 ## Requirements
 
-You will need at least Python 3.10. For specific requirements, please check the individual backends
+You will need at least Python 3.10, with 3.12 recommended. For specific requirements, please check the individual backends
 directories. You can install the PyTorch and MLX clients with the following:
 
 ```bash
 pip install moshi      # moshi PyTorch, from PyPI
-pip install moshi_mlx  # moshi MLX, from PyPI
+pip install moshi_mlx  # moshi MLX, from PyPI, best with Python 3.12.
 # Or the bleeding edge versions for Moshi and Moshi-MLX.
 pip install -e "git+https://git@github.com/kyutai-labs/moshi.git#egg=moshi&subdirectory=moshi"
 pip install -e "git+https://git@github.com/kyutai-labs/moshi.git#egg=moshi_mlx&subdirectory=moshi_mlx"
@@ -90,8 +90,8 @@ pip install -e "git+https://git@github.com/kyutai-labs/moshi.git#egg=moshi_mlx&s
 pip install rustymimi  # mimi, rust implementation with Python bindings from PyPI
 ```
 
-If you get an error when installing `moshi_mlx` or `rustymimi` (which `moshi_mlx` depends on),
-you might need to install the [Rust toolchain](https://rustup.rs/) to install `rustymimi` from sources.
+If you are not using Python 3.12, you might get an error when installing
+`moshi_mlx` or `rustymimi` (which `moshi_mlx` depends on). Then,you will need to install the [Rust toolchain](https://rustup.rs/), or switch to Python 3.12.
 
 While we hope that the present codebase will work on Windows, we do not provide official support for it.
 We have tested the MLX version on a MacBook Pro M3. At the moment, we do not support quantization
@@ -100,22 +100,6 @@ for the PyTorch version, so you will need a GPU with a significant amount of mem
 For using the Rust backend, you will need a recent version of the [Rust toolchain](https://rustup.rs/).
 To compile GPU support, you will also need the [CUDA](https://developer.nvidia.com/cuda-toolkit) properly installed for your GPU, in particular with `nvcc`.
 
-## Development
-
-If you wish to install from a clone of this repository, maybe to further develop Moshi, you can do the following:
-```bash
-# From the root of the clone of the repo
-pip install -e 'moshi[dev]'
-pip install -e 'moshi_mlx[dev]'
-pre-commit install
-```
-
-If you wish to build locally `rustymimi` (assuming you have Rust properly installed):
-```bash
-pip install maturin
-maturin dev -r -m rust/mimi-pyo3/Cargo.toml
-```
-
 ## Python (PyTorch)
 
 The PyTorch based API can be found in the `moshi` directory. It provides a streaming
@@ -229,6 +213,27 @@ npm run build
 
 The web UI can then be found in the `client/dist` directory.
 
+## Development
+
+If you wish to install from a clone of this repository, maybe to further develop Moshi, you can do the following:
+```bash
+# From the root of the clone of the repo
+pip install -e 'moshi[dev]'
+pip install -e 'moshi_mlx[dev]'
+pre-commit install
+```
+
+If you wish to build locally `rustymimi` (assuming you have Rust properly installed):
+```bash
+pip install maturin
+maturin dev -r -m rust/mimi-pyo3/Cargo.toml
+```
+
+## FAQ
+
+Checkout the [Frequently Asked Questions](FAQ.md) section before opening an issue.
+
+
 ## License
 
 The present code is provided under the MIT license for the Python parts, and Apache license for the Rust backend.
diff --git a/client/package-lock.json b/client/package-lock.json
index 7abbab9..9c030a1 100644
--- a/client/package-lock.json
+++ b/client/package-lock.json
@@ -36,7 +36,7 @@
         "tailwindcss": "^3.4.3",
         "typescript": "^5.2.2",
         "typescript-eslint": "^7.9.0",
-        "vite": "^5.2.0",
+        "vite": "^5.2.14",
         "vite-plugin-top-level-await": "^1.4.1"
       }
     },
@@ -53,9 +53,9 @@
       }
     },
     "node_modules/@esbuild/aix-ppc64": {
-      "version": "0.20.2",
-      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.20.2.tgz",
-      "integrity": "sha512-D+EBOJHXdNZcLJRBkhENNG8Wji2kgc9AZ9KiPr1JuZjsNtyHzrsfLRrY0tk2H2aoFu6RANO1y1iPPUCDYWkb5g==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.21.5.tgz",
+      "integrity": "sha512-1SDgH6ZSPTlggy1yI6+Dbkiz8xzpHJEVAlF/AM1tHPLsf5STom9rwtjE4hKAF20FfXXNTFqEYXyJNWh1GiZedQ==",
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         "ppc64"
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@@ -69,9 +69,9 @@
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     "node_modules/@esbuild/android-arm": {
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-      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.20.2.tgz",
-      "integrity": "sha512-t98Ra6pw2VaDhqNWO2Oph2LXbz/EJcnLmKLGBJwEwXX/JAN83Fym1rU8l0JUWK6HkIbWONCSSatf4sf2NBRx/w==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.21.5.tgz",
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@@ -85,9 +85,9 @@
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-      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.20.2.tgz",
-      "integrity": "sha512-mRzjLacRtl/tWU0SvD8lUEwb61yP9cqQo6noDZP/O8VkwafSYwZ4yWy24kan8jE/IMERpYncRt2dw438LP3Xmg==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.21.5.tgz",
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         "arm64"
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@@ -101,9 +101,9 @@
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+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.21.5.tgz",
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@@ -117,9 +117,9 @@
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@@ -133,9 +133,9 @@
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+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.21.5.tgz",
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@@ -149,9 +149,9 @@
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     "node_modules/@esbuild/freebsd-arm64": {
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-      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.20.2.tgz",
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+      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.21.5.tgz",
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@@ -165,9 +165,9 @@
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@@ -181,9 +181,9 @@
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     "node_modules/@esbuild/linux-arm": {
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@@ -197,9 +197,9 @@
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@@ -213,9 +213,9 @@
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@@ -229,9 +229,9 @@
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@@ -245,9 +245,9 @@
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@@ -261,9 +261,9 @@
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@@ -277,9 +277,9 @@
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@@ -293,9 +293,9 @@
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@@ -309,9 +309,9 @@
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+        "@esbuild/linux-ia32": "0.21.5",
+        "@esbuild/linux-loong64": "0.21.5",
+        "@esbuild/linux-mips64el": "0.21.5",
+        "@esbuild/linux-ppc64": "0.21.5",
+        "@esbuild/linux-riscv64": "0.21.5",
+        "@esbuild/linux-s390x": "0.21.5",
+        "@esbuild/linux-x64": "0.21.5",
+        "@esbuild/netbsd-x64": "0.21.5",
+        "@esbuild/openbsd-x64": "0.21.5",
+        "@esbuild/sunos-x64": "0.21.5",
+        "@esbuild/win32-arm64": "0.21.5",
+        "@esbuild/win32-ia32": "0.21.5",
+        "@esbuild/win32-x64": "0.21.5"
       }
     },
     "node_modules/escalade": {
@@ -3896,12 +3896,12 @@
       }
     },
     "node_modules/micromatch": {
-      "version": "4.0.5",
-      "resolved": "https://registry.npmjs.org/micromatch/-/micromatch-4.0.5.tgz",
-      "integrity": "sha512-DMy+ERcEW2q8Z2Po+WNXuw3c5YaUSFjAO5GsJqfEl7UjvtIuFKO6ZrKvcItdy98dwFI2N1tg3zNIdKaQT+aNdA==",
+      "version": "4.0.8",
+      "resolved": "https://registry.npmjs.org/micromatch/-/micromatch-4.0.8.tgz",
+      "integrity": "sha512-PXwfBhYu0hBCPw8Dn0E+WDYb7af3dSLVWKi3HGv84IdF4TyFoC0ysxFd0Goxw7nSv4T/PzEJQxsYsEiFCKo2BA==",
       "dev": true,
       "dependencies": {
-        "braces": "^3.0.2",
+        "braces": "^3.0.3",
         "picomatch": "^2.3.1"
       },
       "engines": {
@@ -4246,9 +4246,9 @@
       }
     },
     "node_modules/picocolors": {
-      "version": "1.0.1",
-      "resolved": "https://registry.npmjs.org/picocolors/-/picocolors-1.0.1.tgz",
-      "integrity": "sha512-anP1Z8qwhkbmu7MFP5iTt+wQKXgwzf7zTyGlcdzabySa9vd0Xt392U0rVmz9poOaBj0uHJKyyo9/upk0HrEQew==",
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/picocolors/-/picocolors-1.1.0.tgz",
+      "integrity": "sha512-TQ92mBOW0l3LeMeyLV6mzy/kWr8lkd/hp3mTg7wYK7zJhuBStmGMBG0BdeDZS/dZx1IukaX6Bk11zcln25o1Aw==",
       "dev": true
     },
     "node_modules/picomatch": {
@@ -4291,9 +4291,9 @@
       }
     },
     "node_modules/postcss": {
-      "version": "8.4.38",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.4.38.tgz",
-      "integrity": "sha512-Wglpdk03BSfXkHoQa3b/oulrotAkwrlLDRSOb9D0bN86FdRyE9lppSp33aHNPgBa0JKCoB+drFLZkQoRRYae5A==",
+      "version": "8.4.47",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.4.47.tgz",
+      "integrity": "sha512-56rxCq7G/XfB4EkXq9Egn5GCqugWvDFjafDOThIdMBsI15iqPqR5r15TfSr1YPYeEI19YeaXMCbY6u88Y76GLQ==",
       "dev": true,
       "funding": [
         {
@@ -4311,8 +4311,8 @@
       ],
       "dependencies": {
         "nanoid": "^3.3.7",
-        "picocolors": "^1.0.0",
-        "source-map-js": "^1.2.0"
+        "picocolors": "^1.1.0",
+        "source-map-js": "^1.2.1"
       },
       "engines": {
         "node": "^10 || ^12 || >=14"
@@ -4989,9 +4989,9 @@
       }
     },
     "node_modules/rollup": {
-      "version": "4.17.2",
-      "resolved": "https://registry.npmjs.org/rollup/-/rollup-4.17.2.tgz",
-      "integrity": "sha512-/9ClTJPByC0U4zNLowV1tMBe8yMEAxewtR3cUNX5BoEpGH3dQEWpJLr6CLp0fPdYRF/fzVOgvDb1zXuakwF5kQ==",
+      "version": "4.22.0",
+      "resolved": "https://registry.npmjs.org/rollup/-/rollup-4.22.0.tgz",
+      "integrity": "sha512-W21MUIFPZ4+O2Je/EU+GP3iz7PH4pVPUXSbEZdatQnxo29+3rsUjgrJmzuAZU24z7yRAnFN6ukxeAhZh/c7hzg==",
       "dev": true,
       "dependencies": {
         "@types/estree": "1.0.5"
@@ -5004,22 +5004,22 @@
         "npm": ">=8.0.0"
       },
       "optionalDependencies": {
-        "@rollup/rollup-android-arm-eabi": "4.17.2",
-        "@rollup/rollup-android-arm64": "4.17.2",
-        "@rollup/rollup-darwin-arm64": "4.17.2",
-        "@rollup/rollup-darwin-x64": "4.17.2",
-        "@rollup/rollup-linux-arm-gnueabihf": "4.17.2",
-        "@rollup/rollup-linux-arm-musleabihf": "4.17.2",
-        "@rollup/rollup-linux-arm64-gnu": "4.17.2",
-        "@rollup/rollup-linux-arm64-musl": "4.17.2",
-        "@rollup/rollup-linux-powerpc64le-gnu": "4.17.2",
-        "@rollup/rollup-linux-riscv64-gnu": "4.17.2",
-        "@rollup/rollup-linux-s390x-gnu": "4.17.2",
-        "@rollup/rollup-linux-x64-gnu": "4.17.2",
-        "@rollup/rollup-linux-x64-musl": "4.17.2",
-        "@rollup/rollup-win32-arm64-msvc": "4.17.2",
-        "@rollup/rollup-win32-ia32-msvc": "4.17.2",
-        "@rollup/rollup-win32-x64-msvc": "4.17.2",
+        "@rollup/rollup-android-arm-eabi": "4.22.0",
+        "@rollup/rollup-android-arm64": "4.22.0",
+        "@rollup/rollup-darwin-arm64": "4.22.0",
+        "@rollup/rollup-darwin-x64": "4.22.0",
+        "@rollup/rollup-linux-arm-gnueabihf": "4.22.0",
+        "@rollup/rollup-linux-arm-musleabihf": "4.22.0",
+        "@rollup/rollup-linux-arm64-gnu": "4.22.0",
+        "@rollup/rollup-linux-arm64-musl": "4.22.0",
+        "@rollup/rollup-linux-powerpc64le-gnu": "4.22.0",
+        "@rollup/rollup-linux-riscv64-gnu": "4.22.0",
+        "@rollup/rollup-linux-s390x-gnu": "4.22.0",
+        "@rollup/rollup-linux-x64-gnu": "4.22.0",
+        "@rollup/rollup-linux-x64-musl": "4.22.0",
+        "@rollup/rollup-win32-arm64-msvc": "4.22.0",
+        "@rollup/rollup-win32-ia32-msvc": "4.22.0",
+        "@rollup/rollup-win32-x64-msvc": "4.22.0",
         "fsevents": "~2.3.2"
       }
     },
@@ -5191,9 +5191,9 @@
       }
     },
     "node_modules/source-map-js": {
-      "version": "1.2.0",
-      "resolved": "https://registry.npmjs.org/source-map-js/-/source-map-js-1.2.0.tgz",
-      "integrity": "sha512-itJW8lvSA0TXEphiRoawsCksnlf8SyvmFzIhltqAHluXd88pkCd+cXJVHTDwdCr0IzwptSm035IHQktUu1QUMg==",
+      "version": "1.2.1",
+      "resolved": "https://registry.npmjs.org/source-map-js/-/source-map-js-1.2.1.tgz",
+      "integrity": "sha512-UXWMKhLOwVKb728IUtQPXxfYU+usdybtUrK/8uGE8CQMvrhOpwvzDBwj0QhSL7MQc7vIsISBG8VQ8+IDQxpfQA==",
       "dev": true,
       "engines": {
         "node": ">=0.10.0"
@@ -5817,14 +5817,14 @@
       }
     },
     "node_modules/vite": {
-      "version": "5.2.11",
-      "resolved": "https://registry.npmjs.org/vite/-/vite-5.2.11.tgz",
-      "integrity": "sha512-HndV31LWW05i1BLPMUCE1B9E9GFbOu1MbenhS58FuK6owSO5qHm7GiCotrNY1YE5rMeQSFBGmT5ZaLEjFizgiQ==",
+      "version": "5.4.6",
+      "resolved": "https://registry.npmjs.org/vite/-/vite-5.4.6.tgz",
+      "integrity": "sha512-IeL5f8OO5nylsgzd9tq4qD2QqI0k2CQLGrWD0rCN0EQJZpBK5vJAx0I+GDkMOXxQX/OfFHMuLIx6ddAxGX/k+Q==",
       "dev": true,
       "dependencies": {
-        "esbuild": "^0.20.1",
-        "postcss": "^8.4.38",
-        "rollup": "^4.13.0"
+        "esbuild": "^0.21.3",
+        "postcss": "^8.4.43",
+        "rollup": "^4.20.0"
       },
       "bin": {
         "vite": "bin/vite.js"
@@ -5843,6 +5843,7 @@
         "less": "*",
         "lightningcss": "^1.21.0",
         "sass": "*",
+        "sass-embedded": "*",
         "stylus": "*",
         "sugarss": "*",
         "terser": "^5.4.0"
@@ -5860,6 +5861,9 @@
         "sass": {
           "optional": true
         },
+        "sass-embedded": {
+          "optional": true
+        },
         "stylus": {
           "optional": true
         },
diff --git a/client/package.json b/client/package.json
index ec43909..0eff90e 100644
--- a/client/package.json
+++ b/client/package.json
@@ -30,7 +30,7 @@
     "tailwindcss": "^3.4.3",
     "typescript": "^5.2.2",
     "typescript-eslint": "^7.9.0",
-    "vite": "^5.2.0",
+    "vite": "^5.2.14",
     "vite-plugin-top-level-await": "^1.4.1"
   },
   "dependencies": {
diff --git a/moshi/pyproject.toml b/moshi/pyproject.toml
index d5b7578..32b74b3 100644
--- a/moshi/pyproject.toml
+++ b/moshi/pyproject.toml
@@ -17,6 +17,7 @@ authors = [{name="Laurent Mazaré", email="laurent@kyutai.org"}]
 maintainers = [{name="Laurent Mazaré", email="laurent@kyutai.org"}]
 license = {text = "MIT"}
 dynamic = ["version"]
+readme = "README.md"
 
 [tool.setuptools.dynamic]
 version = {attr = "moshi.__version__"}
diff --git a/moshi_mlx/README.md b/moshi_mlx/README.md
index 832ac0d..b6d8057 100644
--- a/moshi_mlx/README.md
+++ b/moshi_mlx/README.md
@@ -10,18 +10,17 @@ This is the MLX implementation for Moshi. For Mimi, this uses our Rust based imp
 
 ## Requirements
 
-You will need at least Python 3.10.
+You will need at least Python 3.10, we recommend Python 3.12.
 
 ```bash
-pip install moshi_mlx  # moshi MLX, from PyPI
+pip install moshi_mlx  # moshi MLX, from PyPI, best with Python 3.12.
 # Or the bleeding edge versions for Moshi and Moshi-MLX.
 pip install -e "git+https://git@github.com/kyutai-labs/moshi#egg=moshi_mlx&subdirectory=moshi_mlx"
 ```
 We have tested the MLX version with MacBook Pro M3.
 
-If you get an error when installing `moshi_mlx` or `rustymimi` (which `moshi_mlx` depends on),
-you might need to install the [Rust toolchain](https://rustup.rs/) to install `rustymimi` from sources.
-
+If you are not using Python 3.12, you might get an error when installing
+`moshi_mlx` or `rustymimi` (which `moshi_mlx` depends on). Then,you will need to install the [Rust toolchain](https://rustup.rs/), or switch to Python 3.12.
 
 ## Usage
 
diff --git a/moshi_mlx/pyproject.toml b/moshi_mlx/pyproject.toml
index c6bce62..ccf12f3 100644
--- a/moshi_mlx/pyproject.toml
+++ b/moshi_mlx/pyproject.toml
@@ -17,6 +17,7 @@ authors = [{name="Laurent Mazaré", email="laurent@kyutai.org"}]
 maintainers = [{name="Laurent Mazaré", email="laurent@kyutai.org"}]
 license = {text = "MIT"}
 dynamic = ["version"]
+readme = "README.md"
 
 
 [build-system]