diff --git a/.flake8 b/.flake8
index e8d0b8c..a0d7d1c 100644
--- a/.flake8
+++ b/.flake8
@@ -1,3 +1,4 @@
 [flake8]
-ignore = E501, E203, W503, E402 # line length, space before binary op, line break before binary op, import not at top
+# line length, space before binary op, line break before binary op, import not at top
+ignore = E501, E203, W503, E402
 exclude = .git,__pycache__,build,dist
\ No newline at end of file
diff --git a/.github/workflows/osxbuild.yaml b/.github/workflows/osxbuild.yaml
index 5128d09..5156625 100644
--- a/.github/workflows/osxbuild.yaml
+++ b/.github/workflows/osxbuild.yaml
@@ -9,19 +9,19 @@ jobs:
   osx_app:
     runs-on: macos-latest
     steps:
-    - uses: actions/checkout@v3
+    - uses: actions/checkout@v4
     - name: Set up Python
-      uses: actions/setup-python@v3
+      uses: actions/setup-python@v5
       with:
-        python-version: 3.8
+        python-version: 3.9
+
+    - name: Install dependencies
+      run: |
+        brew update
+        brew install libzip
+
     - name: Build KataGo
       run: |
-        export OPENSSL_ROOT_DIR=$(brew --prefix openssl@1.1)
-        export OPENSSL_LIBRARIES="${OPENSSL_ROOT_DIR}/lib"
-        echo $OPENSSL_ROOT_DIR
-        ls $OPENSSL_ROOT_DIR
-        echo $OPENSSL_LIBRARIES
-        ls $OPENSSL_LIBRARIES
         rm katrain/KataGo/katago
         rm katrain/KataGo/*.dll
         rm katrain/KataGo/katago.exe
@@ -37,14 +37,15 @@ jobs:
         unzip "platypus.zip"
         gunzip Platypus.app/Contents/Resources/platypus_clt.gz
         gunzip Platypus.app/Contents/Resources/ScriptExec.gz
-        mkdir -p /usr/local/bin
-        mkdir -p /usr/local/share/platypus
-        cp Platypus.app/Contents/Resources/platypus_clt /usr/local/bin/platypus
-        cp Platypus.app/Contents/Resources/ScriptExec /usr/local/share/platypus/ScriptExec
-        cp -a Platypus.app/Contents/Resources/MainMenu.nib /usr/local/share/platypus/MainMenu.nib
-        chmod -R 755 /usr/local/share/platypus
+        sudo mkdir -p /usr/local/bin
+        sudo mkdir -p /usr/local/share/platypus
+        sudo cp Platypus.app/Contents/Resources/platypus_clt /usr/local/bin/platypus
+        sudo cp Platypus.app/Contents/Resources/ScriptExec /usr/local/share/platypus/ScriptExec
+        sudo cp -a Platypus.app/Contents/Resources/MainMenu.nib /usr/local/share/platypus/MainMenu.nib
+        sudo chmod -R 755 /usr/local/share/platypus
     - name: Get Kivy dependencies
       run: |
+        brew install ninja
         cd ..
         git clone https://github.com/kivy/kivy-sdk-packager.git
         cd kivy-sdk-packager/osx
@@ -54,7 +55,8 @@ jobs:
         pushd ../kivy-sdk-packager/osx/build/KaTrain.app/Contents/Resources/venv/bin
         source activate
         popd
-        python -m pip install .
+        python -m pip install poetry
+        poetry install
     - name: Finalize KaTrain bundle
       run: |
         export KATRAIN_VERSION=`python -c 'from katrain.core.constants import VERSION;print(VERSION)' `
@@ -74,7 +76,7 @@ jobs:
         mkdir osx_app
         cp ../kivy-sdk-packager/osx/KaTrain.dmg osx_app/
     - name: Upload app as artifact
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v4
       with:
         name: KaTrainOSX
         path: osx_app
diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
index 0f66904..ddcdc8c 100644
--- a/.github/workflows/release.yaml
+++ b/.github/workflows/release.yaml
@@ -9,31 +9,30 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-    - uses: actions/checkout@v2
+    - uses: actions/checkout@v4
 
     - name: Set up Python
-      uses: actions/setup-python@v3
+      uses: actions/setup-python@v5
       with:
-        python-version: 3.8
+        python-version: 3.12
 
     - name: Install dependencies
       run: |
-        pip3 install -e .
-        pip3 install pytest wheel twine polib
+        pip3 install poetry
+        poetry install --with dev,test
 
     - name: Run tests
-      run: pytest -v -s tests
+      run: poetry run pytest -v -s tests
 
     - name: Run I18N conversion
-      run: python i18n.py
+      run: poetry run python i18n.py
 
     - name: Build
       run: |
-        python3 setup.py sdist
-        python3 setup.py bdist_wheel
+        poetry build
 
     - name: Release to PyPI
       env:
-        TWINE_USERNAME: ${{ secrets.PYPI_USER }}
-        TWINE_PASSWORD: ${{ secrets.PYPI_PASSWORD }}
-      run: twine upload --verbose dist/* || echo 'File exists'
+        POETRY_HTTP_BASIC_KATRAIN_USERNAME: ${{ secrets.PYPI_USER }}
+        POETRY_HTTP_BASIC_KATRAIN_PASSWORD: ${{ secrets.PYPI_PASSWORD }}
+      run: poetry publish --verbose
diff --git a/.github/workflows/stale.yml b/.github/workflows/stale.yml
new file mode 100644
index 0000000..6c6ea78
--- /dev/null
+++ b/.github/workflows/stale.yml
@@ -0,0 +1,21 @@
+name: "Close stale issues and PRs"
+on:
+  schedule:
+    - cron: "30 1 * * *"
+
+jobs:
+  stale:
+    runs-on: ubuntu-latest
+    permissions:
+      pull-requests: write
+      issues: write
+    steps:
+      - uses: actions/stale@v8
+        with:
+          operations-per-run: 200
+          stale-issue-message: "This issue is stale because it has been open 90 days with no activity. Remove stale label or comment or this will be closed in 10 days."
+          close-issue-message: "This issue was closed because it has been stalled for 30 days with no activity."
+          days-before-stale: 90
+          days-before-close: 30
+          stale-pr-message: "This PR is stale because it has been open 90 days with no activity. Remove stale label or comment or this will be closed in 10 days."
+          close-pr-message: "This PR was closed because it has been stalled for 30 days with no activity."
diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
index 3788e84..bb9e2ab 100644
--- a/.github/workflows/test.yaml
+++ b/.github/workflows/test.yaml
@@ -11,28 +11,27 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: ['3.7', '3.11'] # '3.8', '3.9',
+        python-version: ['3.9', '3.12']  # '3.11',
 
     steps:
-    - uses: actions/checkout@v2
+    - uses: actions/checkout@v4
 
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v1
+      uses: actions/setup-python@v5
       with:
         python-version: ${{ matrix.python-version }}
 
     - name: Install dependencies
       run: |
-        pip3 install -e .
-        pip3 install pytest wheel polib
+        pip3 install poetry
+        poetry install --with dev,test
 
     - name: Run tests
-      run: pytest tests
+      run: poetry run pytest tests
 
     - name: Run I18N conversion
-      run: python i18n.py -todo
+      run: poetry run python i18n.py -todo
 
     - name: Build
       run: |
-        python3 setup.py sdist
-        python3 setup.py bdist_wheel
+        poetry build
diff --git a/INSTALL.md b/INSTALL.md
index 6e9ad69..eada751 100644
--- a/INSTALL.md
+++ b/INSTALL.md
@@ -54,7 +54,7 @@ Simply download and run, everything is included.
 ### <a name="WindowsSources"></a>Installation from sources
 
 * Download the repository by clicking the green *Clone or download* on this page and *Download zip*. Extract the contents.
-* Make sure you have a python installation, I will assume Anaconda (Python 3.7/3.8), available [here](https://www.anaconda.com/products/individual#download-section).
+* Make sure you have a python installation, I will assume Anaconda (Python 3.9 or later), available [here](https://www.anaconda.com/products/individual#download-section).
 * Open 'Anaconda prompt' from the start menu and navigate to where you extracted the zip file using the `cd <folder>` command.
 * Execute the command `pip3 install .`
 * Start the app by running `katrain` in the command prompt. 
@@ -63,7 +63,7 @@ Simply download and run, everything is included.
 
 ### <a name="LinuxQuick"></a>Quick install guide
 
-If you have a working Python 3.6-3.8 available, you should be able to simply:
+If you have a working Python 3.9 or later available, you should be able to simply:
 
 * Run `pip3 install -U katrain` to install or upgrade.
 * Run the program by executing `katrain` in a terminal.
@@ -72,7 +72,7 @@ If you have a working Python 3.6-3.8 available, you should be able to simply:
 
 This section describes how to install KaTrain from sources,
  in case you want to run it in a local directory or have more control over the process. 
-It assumes you have a working Python 3.6+ installation.
+It assumes you have a working Python 3.9+ installation.
 
 * Open a terminal.
 * Run the command `git clone https://github.com/sanderland/katrain.git` to download the repository and 
@@ -80,7 +80,7 @@ It assumes you have a working Python 3.6+ installation.
 * Run the command `pip3 install .` to install the package globally, or use `--user` to install locally.
 * Run the program by typing `katrain` in the terminal.
     * If you prefer not to install, run without installing using `python3 -m katrain` after installing the 
-    dependencies from `requirements.txt`.
+    dependencies from `poetry.lock` with `poetry install`.
 
 A binary for KataGo is included, but if you have compiled your own, press F8 to open general settings and change the 
  KataGo executable path to the relevant KataGo v1.4+ binary.
@@ -101,7 +101,8 @@ sudo apt-get install python3-pip build-essential git python3 python3-dev ffmpeg
 ```
 Then, try installing python package dependencies using:
 ```bash
-pip3 install -r requirements.txt
+pip3 install poetry
+poetry install
 pip3 install screeninfo # Skip on MacOS, not working
 ```
 In case the sound is not working, or there is no available wheel for your OS or Python version, try building kivy locally using:
diff --git a/README.md b/README.md
index a18968f..c88acef 100644
--- a/README.md
+++ b/README.md
@@ -183,6 +183,7 @@ In addition to shortcuts mentioned above and those shown in the main menu:
 * **[~]** or **[ ` ]** or **[F12]**: Cycles through more minimalistic UI modes.
 * **[k]**: Toggle display of board coordinates.
 * **[p]**: Pass
+* **[m]**: Toggle the move number on the board
 * **[pause]**: Pause/Resume timer
 * **[arrow left]** or **[z]**: Undo move. Hold shift for 10 moves at a time, or ctrl to skip to the start.
 * **[arrow right]** or **[x]**: Redo move. Hold shift for 10 moves at a time, or ctrl to skip to the end.
diff --git a/katrain/KataGo/analysis_config.cfg b/katrain/KataGo/analysis_config.cfg
index 65dd957..891ee0f 100644
--- a/katrain/KataGo/analysis_config.cfg
+++ b/katrain/KataGo/analysis_config.cfg
@@ -79,6 +79,7 @@ maxVisits = 500
 # But there's no substitute for experimenting and seeing what's best for your hardware and your usage case.
 # Keep in mind that the number of threads you want doesn't necessarily have much to do with how many cores you
 # have on your system, and could easily exceed the number of cores. GPU batching is (usually) the dominant consideration.
+numAnalysisThreads = 12
 numSearchThreads = 8
 
 # nnMaxBatchSize is the max number of positions to send to a single GPU at once. Generally, it should be the case that:
diff --git a/katrain/KataGo/katago b/katrain/KataGo/katago
index 3e27d4e..1322216 100755
Binary files a/katrain/KataGo/katago and b/katrain/KataGo/katago differ
diff --git a/katrain/KataGo/katago.exe b/katrain/KataGo/katago.exe
index 245d390..79000ec 100644
Binary files a/katrain/KataGo/katago.exe and b/katrain/KataGo/katago.exe differ
diff --git a/katrain/KataGo/libcrypto-3-x64.dll b/katrain/KataGo/libcrypto-3-x64.dll
new file mode 100644
index 0000000..cac7f4e
Binary files /dev/null and b/katrain/KataGo/libcrypto-3-x64.dll differ
diff --git a/katrain/KataGo/libssl-3-x64.dll b/katrain/KataGo/libssl-3-x64.dll
new file mode 100644
index 0000000..8ad0908
Binary files /dev/null and b/katrain/KataGo/libssl-3-x64.dll differ
diff --git a/katrain/KataGo/libz.dll b/katrain/KataGo/libz.dll
index 831fa88..930a042 100644
Binary files a/katrain/KataGo/libz.dll and b/katrain/KataGo/libz.dll differ
diff --git a/katrain/KataGo/libzip.dll b/katrain/KataGo/libzip.dll
index c8bf586..167e69f 100644
Binary files a/katrain/KataGo/libzip.dll and b/katrain/KataGo/libzip.dll differ
diff --git a/katrain/KataGo/msvcp140.dll b/katrain/KataGo/msvcp140.dll
index 4706515..f7c342d 100644
Binary files a/katrain/KataGo/msvcp140.dll and b/katrain/KataGo/msvcp140.dll differ
diff --git a/katrain/KataGo/msvcp140_1.dll b/katrain/KataGo/msvcp140_1.dll
index e98be2c..6f55c9d 100644
Binary files a/katrain/KataGo/msvcp140_1.dll and b/katrain/KataGo/msvcp140_1.dll differ
diff --git a/katrain/KataGo/msvcp140_2.dll b/katrain/KataGo/msvcp140_2.dll
index f7296c2..b127e0c 100644
Binary files a/katrain/KataGo/msvcp140_2.dll and b/katrain/KataGo/msvcp140_2.dll differ
diff --git a/katrain/KataGo/msvcp140_atomic_wait.dll b/katrain/KataGo/msvcp140_atomic_wait.dll
new file mode 100644
index 0000000..b8fa203
Binary files /dev/null and b/katrain/KataGo/msvcp140_atomic_wait.dll differ
diff --git a/katrain/KataGo/msvcp140_codecvt_ids.dll b/katrain/KataGo/msvcp140_codecvt_ids.dll
new file mode 100644
index 0000000..7549b2b
Binary files /dev/null and b/katrain/KataGo/msvcp140_codecvt_ids.dll differ
diff --git a/katrain/KataGo/vcruntime140.dll b/katrain/KataGo/vcruntime140.dll
index 64e5016..5d5b81d 100644
Binary files a/katrain/KataGo/vcruntime140.dll and b/katrain/KataGo/vcruntime140.dll differ
diff --git a/katrain/KataGo/vcruntime140_1.dll b/katrain/KataGo/vcruntime140_1.dll
new file mode 100644
index 0000000..3a02196
Binary files /dev/null and b/katrain/KataGo/vcruntime140_1.dll differ
diff --git a/katrain/__main__.py b/katrain/__main__.py
index 9cfd21b..8901727 100644
--- a/katrain/__main__.py
+++ b/katrain/__main__.py
@@ -1,4 +1,5 @@
 """isort:skip_file"""
+
 # first, logging level lower
 import os
 import sys
@@ -124,6 +125,8 @@ class KaTrainGui(Screen, KaTrainBase):
         self.contribute_popup = None
 
         self.pondering = False
+        self.show_move_num = False
+
         self.animate_contributing = False
         self.message_queue = Queue()
 
@@ -173,6 +176,10 @@ class KaTrainGui(Screen, KaTrainBase):
             self.pondering = not self.pondering
             self.update_state()
 
+    def toggle_move_num(self):
+        self.show_move_num = not self.show_move_num
+        self.update_state()
+
     def start(self):
         if self.engine:
             return
@@ -740,6 +747,8 @@ class KaTrainGui(Screen, KaTrainBase):
 
         if keycode[1] == Theme.KEY_TOGGLE_CONTINUOUS_ANALYSIS:
             self.toggle_continuous_analysis(quiet=shift_pressed)
+        elif keycode[1] == Theme.KEY_TOGGLE_MOVENUM:
+            self.toggle_move_num()
         elif keycode[1] == Theme.KEY_TOGGLE_COORDINATES:
             self.board_gui.toggle_coordinates()
         elif keycode[1] in Theme.KEY_PAUSE_TIMER and not ctrl_pressed:
diff --git a/katrain/config.json b/katrain/config.json
index 63a85ce..170352c 100644
--- a/katrain/config.json
+++ b/katrain/config.json
@@ -2,9 +2,8 @@
     "engine": {
         "katago": "",
         "altcommand": "",
-        "model": "katrain/models/kata1-b18c384nbt-s6582191360-d3422816034.bin.gz",
+        "model": "katrain/models/kata1-b18c384nbt-s9996604416-d4316597426.bin.gz",
         "config": "katrain/KataGo/analysis_config.cfg",
-        "threads": 12,
         "max_visits": 500,
         "fast_visits": 25,
         "max_time": 8.0,
@@ -28,7 +27,7 @@
         "anim_pv_time": 0.5,
         "debug_level": 0,
         "lang": "en",
-        "version": "1.14.0",
+        "version": "1.15.0",
         "load_fast_analysis": false,
         "load_sgf_rewind": true
     },
diff --git a/katrain/core/ai.py b/katrain/core/ai.py
index db2663f..9cd3312 100644
--- a/katrain/core/ai.py
+++ b/katrain/core/ai.py
@@ -142,16 +142,18 @@ def game_report(game, thresholds, depth_filter=None):
         for bw in "BW"
     }
     sum_stats = {
-        bw: {
-            "accuracy": 100 * 0.75 ** wt_loss[bw],
-            "complexity": sum(w for w, aw in weights[bw]) / len(player_ptloss[bw]),
-            "mean_ptloss": sum(player_ptloss[bw]) / len(player_ptloss[bw]),
-            "weighted_ptloss": wt_loss[bw],
-            "ai_top_move": ai_top_move_count[bw] / len(player_ptloss[bw]),
-            "ai_top5_move": ai_approved_move_count[bw] / len(player_ptloss[bw]),
-        }
-        if len(player_ptloss[bw]) > 0
-        else {}
+        bw: (
+            {
+                "accuracy": 100 * 0.75 ** wt_loss[bw],
+                "complexity": sum(w for w, aw in weights[bw]) / len(player_ptloss[bw]),
+                "mean_ptloss": sum(player_ptloss[bw]) / len(player_ptloss[bw]),
+                "weighted_ptloss": wt_loss[bw],
+                "ai_top_move": ai_top_move_count[bw] / len(player_ptloss[bw]),
+                "ai_top5_move": ai_approved_move_count[bw] / len(player_ptloss[bw]),
+            }
+            if len(player_ptloss[bw]) > 0
+            else {}
+        )
         for bw in "BW"
     }
     return sum_stats, histogram, player_ptloss
diff --git a/katrain/core/constants.py b/katrain/core/constants.py
index 48dff9e..af1d4eb 100644
--- a/katrain/core/constants.py
+++ b/katrain/core/constants.py
@@ -1,7 +1,7 @@
 PROGRAM_NAME = "KaTrain"
-VERSION = "1.14.0"
+VERSION = "1.15.0"
 HOMEPAGE = "https://github.com/sanderland/katrain"
-CONFIG_MIN_VERSION = "1.14.0"  # keep config files from this version
+CONFIG_MIN_VERSION = "1.15.0"  # keep config files from this version
 ANALYSIS_FORMAT_VERSION = "1.0"
 DATA_FOLDER = "~/.katrain"
 
diff --git a/katrain/core/contribute_engine.py b/katrain/core/contribute_engine.py
index a2a9a9f..3c19b27 100644
--- a/katrain/core/contribute_engine.py
+++ b/katrain/core/contribute_engine.py
@@ -72,7 +72,7 @@ class KataGoContributeEngine(BaseEngine):
         self.max_buffer_games = 2 * settings_dict["maxSimultaneousGames"]
         settings = {f"{k}={v}" for k, v in settings_dict.items()}
         self.command = shlex.split(
-            f'"{exe}" contribute -config "{cfg}" -base-dir "{base_dir}" -override-config "{",".join(settings)}"'
+            f'"{exe}" contribute -config "{cfg}" -base-dir "{base_dir}" -override-config {shlex.quote(",".join(settings))}'
         )
         self.start()
 
diff --git a/katrain/core/engine.py b/katrain/core/engine.py
index f1aaf5f..e60fa90 100644
--- a/katrain/core/engine.py
+++ b/katrain/core/engine.py
@@ -128,7 +128,7 @@ class KataGoEngine(BaseEngine):
                 self.on_error(i18n._("Kata config not found").format(config=cfg), code="KATAGO-FILES")
                 return  # don't start
             self.command = shlex.split(
-                f'"{exe}" analysis -model "{model}" -config "{cfg}" -analysis-threads {config["threads"]} -override-config "homeDataDir={os.path.expanduser(DATA_FOLDER)}"'
+                f'"{exe}" analysis -model "{model}" -config "{cfg}" -override-config "homeDataDir={os.path.expanduser(DATA_FOLDER)}"'
             )
         self.start()
 
diff --git a/katrain/core/sgf_parser.py b/katrain/core/sgf_parser.py
index 64e4257..f049527 100644
--- a/katrain/core/sgf_parser.py
+++ b/katrain/core/sgf_parser.py
@@ -577,7 +577,7 @@ class SGF:
                         key = line[4]
                         raw_move = line[5:7].lower()
                         if raw_move == "aa":
-                            value = "" # pass
+                            value = ""  # pass
                         else:
                             value = chr(ord(raw_move[0]) - 1) + chr(ord(raw_move[1]) - 1)
 
diff --git a/katrain/core/utils.py b/katrain/core/utils.py
index 6fba8ad..80a0b67 100644
--- a/katrain/core/utils.py
+++ b/katrain/core/utils.py
@@ -1,15 +1,13 @@
 import heapq
 import math
-import os
+from pathlib import Path
 import random
 import struct
 import sys
 from typing import List, Tuple, TypeVar
 
-try:
-    import importlib.resources as pkg_resources
-except ImportError:
-    import importlib_resources as pkg_resources
+import importlib.resources as pkg_resources
+
 
 T = TypeVar("T")
 
@@ -49,14 +47,13 @@ def find_package_resource(path, silent_errors=False):
     if path.startswith("katrain"):
         if not PATHS.get("PACKAGE"):
             try:
-                with pkg_resources.path("katrain", "gui.kv") as p:
-                    PATHS["PACKAGE"] = os.path.split(str(p))[0]
+                PATHS["PACKAGE"] = str(pkg_resources.files("katrain").absolute())
             except (ModuleNotFoundError, FileNotFoundError, ValueError) as e:
                 print(f"Package path not found, installation possibly broken. Error: {e}", file=sys.stderr)
                 return f"FILENOTFOUND/{path}"
-        return os.path.join(PATHS["PACKAGE"], path.replace("katrain\\", "katrain/").replace("katrain/", ""))
+        return str(Path(PATHS["PACKAGE"]) / path.replace("katrain\\", "katrain/").replace("katrain/", ""))
     else:
-        return os.path.abspath(os.path.expanduser(path))  # absolute path
+        return str(Path(path).expanduser().absolute())
 
 
 def pack_floats(float_list):
diff --git a/katrain/gui/badukpan.py b/katrain/gui/badukpan.py
index ef9730d..73ffbdd 100644
--- a/katrain/gui/badukpan.py
+++ b/katrain/gui/badukpan.py
@@ -227,7 +227,18 @@ class BadukPanWidget(Widget):
         self.draw_board_contents()
 
     def draw_stone(
-        self, x, y, player, alpha=1, innercol=None, evalcol=None, evalscale=1.0, scale=1.0, ownership=None, loss=None
+        self,
+        x,
+        y,
+        player,
+        alpha=1,
+        innercol=None,
+        evalcol=None,
+        evalscale=1.0,
+        scale=1.0,
+        ownership=None,
+        loss=None,
+        depth=None,
     ):
         stone_size = self.stone_size * scale
         if ownership is not None:
@@ -297,6 +308,11 @@ class BadukPanWidget(Widget):
                 texture=cached_texture(Theme.LAST_MOVE_TEXTURE),
             )
 
+        if depth:
+            text = str(depth)
+            Color(*Theme.NUMBER_COLOR)
+            draw_text(pos=self.gridpos[y][x], text=text, font_size=self.stone_size * 0.9, font_name="Roboto")
+
     def eval_color(self, points_lost, show_dots_for_class: List[bool] = None) -> Optional[List[float]]:
         i = evaluation_class(points_lost, self.trainer_config["eval_thresholds"])
         colors = Theme.EVAL_COLORS[self.trainer_config["theme"]]
@@ -659,10 +675,13 @@ class BadukPanWidget(Widget):
                             innercol=inner,
                             evalcol=evalcol,
                             evalscale=evalscale,
-                            ownership=ownership_grid[m.coords[1]][m.coords[0]]
-                            if ownership_grid and not loss_grid and not new_move
-                            else None,
+                            ownership=(
+                                ownership_grid[m.coords[1]][m.coords[0]]
+                                if ownership_grid and not loss_grid and not new_move
+                                else None
+                            ),
                             loss=loss_grid[m.coords[1]][m.coords[0]] if loss_grid else None,
+                            depth=node.depth if katrain.show_move_num else None,
                         )
                 realized_points_lost = node.parent_realized_points_lost
 
@@ -1136,7 +1155,7 @@ class BadukPanWidget(Widget):
             if self.animating_pv:
                 pv, node, start_time, _ = self.animating_pv
                 delay = self.katrain.config("general/anim_pv_time", 0.5)
-                return (time.time() - start_time) / max(delay, 0.1)
+                return min(len(pv), (time.time() - start_time) / max(delay, 0.1))
             else:
                 return 0
 
diff --git a/katrain/gui/popups.py b/katrain/gui/popups.py
index a63f032..07bed5e 100644
--- a/katrain/gui/popups.py
+++ b/katrain/gui/popups.py
@@ -472,7 +472,7 @@ class BaseConfigPopup(QuickConfigGui):
     }
     MODEL_DESC = {
         "Fat 40 block model": "https://d3dndmfyhecmj0.cloudfront.net/g170/neuralnets/g170e-b40c384x2-s2348692992-d1229892979.zip",
-        "Recommended 18b model": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b18c384nbt-s6582191360-d3422816034.bin.gz",
+        "Recommended 18b model": "https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b18c384nbt-s9996604416-d4316597426.bin.gz",
         "old 20 block model": "https://github.com/lightvector/KataGo/releases/download/v1.4.5/g170e-b20c256x2-s5303129600-d1228401921.bin.gz",
         "old 30 block model": "https://github.com/lightvector/KataGo/releases/download/v1.4.5/g170-b30c320x2-s4824661760-d1229536699.bin.gz",
         "old 40 block model": "https://github.com/lightvector/KataGo/releases/download/v1.4.5/g170-b40c256x2-s5095420928-d1229425124.bin.gz",
@@ -480,23 +480,18 @@ class BaseConfigPopup(QuickConfigGui):
 
     KATAGOS = {
         "win": {
-            "OpenCL v1.13.0": "https://github.com/lightvector/KataGo/releases/download/v1.13.0/katago-v1.13.0-opencl-windows-x64.zip",
-            "Eigen AVX2 (Modern CPUs) v1.13.0": "https://github.com/lightvector/KataGo/releases/download/v1.13.0/katago-v1.13.0-eigenavx2-windows-x64.zip",
-            "Eigen (CPU, Non-optimized) v1.13.0": "https://github.com/lightvector/KataGo/releases/download/v1.13.0/katago-v1.13.0-eigen-windows-x64.zip",
-            "OpenCL v1.13.0 (bigger boards)": "https://github.com/lightvector/KataGo/releases/download/v1.13.0/katago-v1.13.0-opencl-windows-x64+bs29.zip",
+            "OpenCL v1.15.3": "https://github.com/lightvector/KataGo/releases/download/v1.15.3/katago-v1.15.3-opencl-windows-x64.zip",
+            "Eigen AVX2 (Modern CPUs) v1.15.3": "https://github.com/lightvector/KataGo/releases/download/v1.15.3/katago-v1.15.3-eigenavx2-windows-x64.zip",
+            "Eigen (CPU, Non-optimized) v1.15.3": "https://github.com/lightvector/KataGo/releases/download/v1.15.3/katago-v1.15.3-eigen-windows-x64.zip",
+            "OpenCL v1.15.3 (bigger boards)": "https://github.com/lightvector/KataGo/releases/download/v1.15.3/katago-v1.15.3-opencl-windows-x64+bs29.zip",
         },
         "linux": {
-            "OpenCL v1.13.0": "https://github.com/lightvector/KataGo/releases/download/v1.13.0/katago-v1.13.0-opencl-linux-x64.zip",
-            "Eigen AVX2 (Modern CPUs) v1.13.0": "https://github.com/lightvector/KataGo/releases/download/v1.13.0/katago-v1.13.0-eigenavx2-linux-x64.zip",
-            "Eigen (CPU, Non-optimized) v1.13.0": "https://github.com/lightvector/KataGo/releases/download/v1.13.0/katago-v1.13.0-eigen-linux-x64.zip",
-            "OpenCL v1.13.0 (bigger boards)": "https://github.com/lightvector/KataGo/releases/download/v1.13.0/katago-v1.13.0-opencl-linux-x64+bs29.zip",
-        },
-        "just-descriptions": {
-            "CUDA v1.13.0 (Windows)": "https://github.com/lightvector/KataGo/releases/download/v1.13.0/katago-v1.13.0-cuda11.2-windows-x64.zip",
-            "CUDA v1.13.0 (Linux)": "https://github.com/lightvector/KataGo/releases/download/v1.13.0/katago-v1.13.0-cuda11.1-linux-x64.zip",
-            "Cuda/TensorRT v1.13.0 (Windows)": "https://github.com/lightvector/KataGo/releases/download/v1.13.0/katago-v1.13.1-trt8.2-cuda11.2-windows-x64.zip",
-            "Cuda/TensorRT v1.13.0 (Linux)": "https://github.com/lightvector/KataGo/releases/download/v1.13.0/katago-v1.12.1-trt8.2-cuda11.1-linux-x64.zip",
+            "OpenCL v1.15.3": "https://github.com/lightvector/KataGo/releases/download/v1.15.3/katago-v1.15.3-opencl-linux-x64.zip",
+            "Eigen AVX2 (Modern CPUs) v1.15.3": "https://github.com/lightvector/KataGo/releases/download/v1.15.3/katago-v1.15.3-eigenavx2-linux-x64.zip",
+            "Eigen (CPU, Non-optimized) v1.15.3": "https://github.com/lightvector/KataGo/releases/download/v1.15.3/katago-v1.15.3-eigen-linux-x64.zip",            
+            "OpenCL v1.15.3 (bigger boards)": "https://github.com/lightvector/KataGo/releases/download/v1.15.3/katago-v1.15.3-opencl-linux-x64+bs29.zip",
         },
+        "just-descriptions": {},
     }
 
     def __init__(self, katrain):
@@ -903,7 +898,7 @@ class GameReportPopup(BoxLayout):
         for i, (label, fmt, stat, scale, more_is_better) in enumerate(
             [
                 ("accuracy", "{:.1f}", "accuracy", 100, True),
-                ("meanpointloss", "{:.1f}", "mean_ptloss", 5, False),
+                ("meanpointloss", "{:.2f}", "mean_ptloss", 5, False),
                 ("aitopmove", "{:.1%}", "ai_top_move", 1, True),
                 ("aitop5", "{:.1%}", "ai_top5_move", 1, True),
             ]
@@ -914,9 +909,12 @@ class GameReportPopup(BoxLayout):
                     side=side,
                     value=sum_stats[bw].get(stat, 0),
                     scale=scale,
-                    bar_color=Theme.STAT_BETTER_COLOR
-                    if (sum_stats[bw].get(stat, 0) < sum_stats[Move.opponent_player(bw)].get(stat, 0)) ^ more_is_better
-                    else Theme.STAT_WORSE_COLOR,
+                    bar_color=(
+                        Theme.STAT_BETTER_COLOR
+                        if (sum_stats[bw].get(stat, 0) < sum_stats[Move.opponent_player(bw)].get(stat, 0))
+                        ^ more_is_better
+                        else Theme.STAT_WORSE_COLOR
+                    ),
                     background_color=Theme.BOX_BACKGROUND_COLOR,
                 )
                 for (bw, side) in zip("BW", ["left", "right"])
diff --git a/katrain/gui/sound.py b/katrain/gui/sound.py
index a7c3e2c..343ac0b 100644
--- a/katrain/gui/sound.py
+++ b/katrain/gui/sound.py
@@ -6,7 +6,7 @@ from kivy.utils import platform
 cached_sounds = {}
 
 # prefer ffpyplayer on linux, then others, avoid gst and avoid or ffpyplayer on windows
-ranking = [("ffpy", 98 if platform in ["win", "macosx"] else -2), ("sdl", -1), ("gst", 99), ("", 0)]
+ranking = [("ffplay", 98 if platform in ["win", "macosx"] else -2), ("sdl", -1), ("gst", 99), ("", 0)]
 try:
     SoundLoader._classes.sort(key=lambda cls: [v for k, v in ranking if k in cls.__name__.lower()][0])
 except Exception as e:
diff --git a/katrain/gui/theme.py b/katrain/gui/theme.py
index c31c805..9158d37 100644
--- a/katrain/gui/theme.py
+++ b/katrain/gui/theme.py
@@ -108,6 +108,8 @@ class Theme:
     PASS_CIRCLE_TEXT_COLOR = [0.85, 0.85, 0.85]
 
     STONE_COLORS = {"B": BLACK, "W": WHITE}
+    NUMBER_COLOR = [0.85, 0.68, 0.40, 0.8]
+
     NEXT_MOVE_DASH_CONTRAST_COLORS = {"B": LIGHTER_GREY, "W": GREY}
     OUTLINE_COLORS = {"B": [0.3, 0.3, 0.3, 0.5], "W": [0.7, 0.7, 0.7, 0.5]}
     PV_TEXT_COLORS = {"W": BLACK, "B": WHITE}  # numbers in PV
@@ -198,6 +200,7 @@ class Theme:
     KEY_SELFPLAY_TO_END = "l"
     KEY_STOP_ANALYSIS = "escape"
     KEY_TOGGLE_CONTINUOUS_ANALYSIS = "spacebar"
+    KEY_TOGGLE_MOVENUM = "m"
 
     KEY_COPY = "c"
     KEY_PASTE = "v"
diff --git a/katrain/gui/widgets/movetree.py b/katrain/gui/widgets/movetree.py
index 560e8f9..10a6e90 100644
--- a/katrain/gui/widgets/movetree.py
+++ b/katrain/gui/widgets/movetree.py
@@ -148,7 +148,7 @@ class MoveTreeCanvas(Widget):
         children[root] = [*stack]
         while stack:
             move = stack.pop()
-            if move.shortcut_from:
+            if move.shortcut_from and move.shortcut_from in self.move_pos:  # ignore broken shortcuts
                 parent = move.shortcut_from
             else:
                 parent = move.parent
diff --git a/katrain/models/kata1-b18c384nbt-s6582191360-d3422816034.bin.gz b/katrain/models/kata1-b18c384nbt-s9996604416-d4316597426.bin.gz
similarity index 85%
rename from katrain/models/kata1-b18c384nbt-s6582191360-d3422816034.bin.gz
rename to katrain/models/kata1-b18c384nbt-s9996604416-d4316597426.bin.gz
index 0c8ea5d..1734054 100644
Binary files a/katrain/models/kata1-b18c384nbt-s6582191360-d3422816034.bin.gz and b/katrain/models/kata1-b18c384nbt-s9996604416-d4316597426.bin.gz differ
diff --git a/platypus.zip b/platypus.zip
new file mode 100644
index 0000000..8537307
--- /dev/null
+++ b/platypus.zip
@@ -0,0 +1 @@
+Not Found
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..9471daa
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,962 @@
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+
+[[package]]
+name = "black"
+version = "24.8.0"
+description = "The uncompromising code formatter."
+optional = false
+python-versions = ">=3.8"
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+python-versions = "*"
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+pywin32 = ">=223"
+
+[[package]]
+name = "pytest"
+version = "8.3.2"
+description = "pytest: simple powerful testing with Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pytest-8.3.2-py3-none-any.whl", hash = "sha256:4ba08f9ae7dcf84ded419494d229b48d0903ea6407b030eaec46df5e6a73bba5"},
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+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
+iniconfig = "*"
+packaging = "*"
+pluggy = ">=1.5,<2"
+tomli = {version = ">=1", markers = "python_version < \"3.11\""}
+
+[package.extras]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+
+[[package]]
+name = "pywin32"
+version = "306"
+description = "Python for Window Extensions"
+optional = false
+python-versions = "*"
+files = [
+    {file = "pywin32-306-cp310-cp310-win32.whl", hash = "sha256:06d3420a5155ba65f0b72f2699b5bacf3109f36acbe8923765c22938a69dfc8d"},
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+]
+
+[[package]]
+name = "requests"
+version = "2.32.3"
+description = "Python HTTP for Humans."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
+    {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
+]
+
+[package.dependencies]
+certifi = ">=2017.4.17"
+charset-normalizer = ">=2,<4"
+idna = ">=2.5,<4"
+urllib3 = ">=1.21.1,<3"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+
+[[package]]
+name = "screeninfo"
+version = "0.8.1"
+description = "Fetch location and size of physical screens."
+optional = false
+python-versions = ">=3.6.2,<4.0.0"
+files = [
+    {file = "screeninfo-0.8.1-py3-none-any.whl", hash = "sha256:e97d6b173856edcfa3bd282f81deb528188aff14b11ec3e195584e7641be733c"},
+    {file = "screeninfo-0.8.1.tar.gz", hash = "sha256:9983076bcc7e34402a1a9e4d7dabf3729411fd2abb3f3b4be7eba73519cd2ed1"},
+]
+
+[package.dependencies]
+Cython = {version = "*", markers = "sys_platform == \"darwin\""}
+pyobjc-framework-Cocoa = {version = "*", markers = "sys_platform == \"darwin\""}
+
+[[package]]
+name = "tomli"
+version = "2.0.1"
+description = "A lil' TOML parser"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
+    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
+]
+
+[[package]]
+name = "typing-extensions"
+version = "4.12.2"
+description = "Backported and Experimental Type Hints for Python 3.8+"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
+    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
+]
+
+[[package]]
+name = "urllib3"
+version = "2.2.2"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "urllib3-2.2.2-py3-none-any.whl", hash = "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472"},
+    {file = "urllib3-2.2.2.tar.gz", hash = "sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"},
+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = ">=3.9,<4.0"
+content-hash = "86e012f44f22d825088a90baddce7bc5192601aef8337db639fcf52242dbec5a"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..8345bf1
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,52 @@
+[build-system]
+requires = ["poetry-core>=1.0.0", "poetry-dynamic-versioning>=1.0.0,<2.0.0"]
+build-backend = "poetry_dynamic_versioning.backend"
+
+[tool.poetry]
+name = "KaTrain"
+version = "0.0.0"  # Placeholder. The poetry-dynamic-versioning sets the version
+description = "Go/Baduk/Weiqi playing and teaching app with a variety of AIs"
+authors = ["Sander Land"]
+license = "MIT"
+homepage = "https://github.com/sanderland/katrain"
+readme = "README.md"
+packages = [{include = "katrain"}]
+classifiers = [
+    "Development Status :: 5 - Production/Stable",
+    "Operating System :: Microsoft :: Windows",
+    "Operating System :: POSIX :: Linux",
+    "Programming Language :: Python :: 3",
+    "Topic :: Games/Entertainment :: Board Games"
+]
+
+[tool.poetry-dynamic-versioning]
+enable = true
+
+[tool.poetry-dynamic-versioning.from-file]
+source = "katrain/core/constants.py"
+pattern = "^VERSION\\s*=\\s*\"(.*)\""
+
+[tool.poetry.dependencies]
+python = ">=3.9,<4.0"
+kivy = {extras = ["full"], version = ">=2.1.0"}
+kivymd = "==0.104.1"  # TODO: upgrade this, the latest version is 1.1.1
+ffpyplayer = "*"
+urllib3 = "*"
+pygame = {version = "*", markers = "platform_system == 'Darwin'"}    # some mac versions need this for kivy
+screeninfo = {version = "*", markers = "platform_system != 'Darwin'"}  # for screen resolution, has problems on macos
+chardet = "*"  # for automatic encoding detection
+# Avoid PyPI/Poetry problem: https://github.com/python-poetry/poetry/issues/9293
+docutils = ">=0.21.2"
+
+[tool.poetry.group.dev.dependencies]
+black = "*"
+polib = "*"
+
+[tool.poetry.group.test.dependencies]
+pytest = "*"
+
+[tool.poetry.scripts]
+katrain = "katrain.__main__:run_app"
+
+[tool.black]
+line-length = 120
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index ca6f5d1..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,12 +0,0 @@
-certifi==2022.12.7
-chardet==3.0.4
-docutils==0.16
-ffpyplayer==4.3.2
-idna==2.10
-Kivy==2.1.0
-Kivy-Garden==0.1.4
-kivymd==0.104.1
-Pillow==9.3.0
-Pygments==2.7.4
-requests==2.31.0
-urllib3==1.26.5
\ No newline at end of file
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 80ddc0a..0000000
--- a/setup.py
+++ /dev/null
@@ -1,64 +0,0 @@
-import os
-import re
-
-from setuptools import find_packages, setup
-
-package_data = {"": ["*.json", "*.kv", "*.wav"], "katrain": [], "tests": []}
-packages = find_packages(exclude=["tests"])
-version = re.search(r'^VERSION\s*=\s*"(.*)"', open("katrain/core/constants.py").read(), re.M).group(1)
-
-
-def include_data_files(directory):
-    for root, subfolders, files in os.walk(directory):
-        for fn in files:
-            filename = os.path.join(root.replace("/", os.path.sep), fn)
-            parts = filename.split(os.path.sep)
-            package_data[parts[0]].append(os.path.join(*parts[1:]))
-
-
-include_data_files("katrain/KataGo")
-include_data_files("katrain/models")
-include_data_files("katrain/fonts")
-include_data_files("katrain/sounds")
-include_data_files("katrain/img/")
-include_data_files("katrain/img/flags")
-include_data_files("katrain/i18n")
-
-print(packages, package_data)
-
-with open("README.md", "r") as fh:
-    long_description = fh.read()
-
-setup(
-    name="KaTrain",
-    version=version,
-    description="Go/Baduk/Weiqi playing and teaching app with a variety of AIs",
-    long_description=long_description,
-    long_description_content_type="text/markdown",
-    author="Sander Land",
-    url="https://github.com/sanderland/katrain",
-    license="MIT",
-    install_requires=[
-        "wheel",
-        "setuptools",
-        "kivy[full]>=2.1.0",
-        "kivymd==0.104.1",  # 0.104.2+ was breaking MRO
-        "ffpyplayer",
-        "urllib3",
-        "pygame;platform_system=='Darwin'",  # some mac versions need this for kivy
-        "screeninfo;platform_system!='Darwin'",  # for screen resolution, has problems on macos
-        "chardet",  # for automatic encoding detection
-    ],
-    dependency_links=["https://kivy.org/downloads/simple/"],
-    python_requires=">=3.7, <4.0",
-    entry_points={"console_scripts": ["katrain=katrain.__main__:run_app"]},
-    classifiers=[
-        "Development Status :: 5 - Production/Stable",
-        "Operating System :: Microsoft :: Windows",
-        "Operating System :: POSIX :: Linux",
-        "Programming Language :: Python :: 3",
-        "Topic :: Games/Entertainment :: Board Games",
-    ],
-    packages=packages,
-    package_data=package_data,
-)