diff --git a/.github/workflows/test_and_build.yml b/.github/workflows/test_and_build.yml
new file mode 100644
index 0000000..50d4590
--- /dev/null
+++ b/.github/workflows/test_and_build.yml
@@ -0,0 +1,108 @@
+name: Test and Build
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+  workflow_dispatch:
+    inputs:
+      version:
+        description: 'Version to publish (leave empty to use current version)'
+        required: false
+        type: string
+      publish:
+        description: 'Publish to PyPI'
+        required: false
+        default: false
+        type: boolean
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ["3.10", "3.13"]
+
+    steps:
+    - uses: actions/checkout@v4
+    
+    - name: Install uv
+      uses: astral-sh/setup-uv@v3
+      with:
+        version: "latest"
+    
+    - name: Set up Python ${{ matrix.python-version }}
+      run: uv python install ${{ matrix.python-version }}
+    
+    - name: Install dependencies
+      run: |
+        uv sync --dev
+    
+    - name: Lint with ruff
+      run: |
+        uv run ruff check .
+        uv run ruff format --check .
+    
+    - name: Run tests
+      run: |
+        uv run pytest -v
+    
+    - name: Upload coverage reports
+      uses: codecov/codecov-action@v4
+      if: matrix.python-version == '3.11'
+      with:
+        file: ./htmlcov/index.html
+        fail_ci_if_error: false
+
+  build:
+    needs: test
+    runs-on: ubuntu-latest
+    if: github.event_name == 'workflow_dispatch' || github.ref == 'refs/heads/main'
+    
+    steps:
+    - uses: actions/checkout@v4
+    
+    - name: Install uv
+      uses: astral-sh/setup-uv@v3
+      with:
+        version: "latest"
+    
+    - name: Set up Python
+      run: uv python install 3.11
+    
+    - name: Update version if specified
+      if: ${{ github.event.inputs.version != '' }}
+      run: |
+        sed -i 's/version = "[^"]*"/version = "${{ github.event.inputs.version }}"/' pyproject.toml
+        echo "Updated version to ${{ github.event.inputs.version }}"
+    
+    - name: Build package
+      run: |
+        uv build
+    
+    - name: Upload build artifacts
+      uses: actions/upload-artifact@v4
+      with:
+        name: dist
+        path: dist/
+
+  publish:
+    needs: [test, build]
+    runs-on: ubuntu-latest
+    if: github.event_name == 'workflow_dispatch' && github.event.inputs.publish == 'true'
+    environment: release
+    permissions:
+      id-token: write  # IMPORTANT: this permission is mandatory for trusted publishing
+    
+    steps:
+    - name: Download build artifacts
+      uses: actions/download-artifact@v4
+      with:
+        name: dist
+        path: dist/
+    
+    - name: Publish to PyPI
+      uses: pypa/gh-action-pypi-publish@release/v1
+      with:
+        verbose: true 
\ No newline at end of file
diff --git a/README.md b/README.md
index 99a1090..39d11a0 100644
--- a/README.md
+++ b/README.md
@@ -4,15 +4,17 @@ SHAPE is an app to play Go with AI feedback, specifically designed to point out
 
 This is an experimental project, and is unlikely to ever become very polished.
 
-## Installation
+## Quick Start
 
-* Run install.sh to download the models.
-* Run `poetry shell` and then `poetry install` to install the app in a local Python environment.
-  * Alternatively, run `pip install .` to install the app in your current Python environment.
+Run the application directly using `uvx`:
 
-## Usage
+```bash
+uvx goshape
+```
 
-* Run `shape` to start the app, or use `python shape/main.py`
+The first time you run this, `uv` will automatically download the package, create a virtual environment, and install all dependencies.
+
+When the application starts for the first time, it will check for the required KataGo models in `~/.katrain/`. If they are not found, a dialog will appear to guide you through downloading them.
 
 ## Manual
 
@@ -35,3 +37,16 @@ Note that a move being probable does not mean it is a good move.
 You can select multiple heatmaps to get a blended view, where size/number is the average probability, and the color is the average rank (current, target, AI).
 
 
+## TODO list from Gemini
+
+Based on a code review, here are some suggested areas for improvement:
+
+### High Impact
+- **User-Friendly Errors (`main.py`):** Show GUI dialogs for errors instead of crashing the application.
+
+### Medium Impact
+- **Refactor `GameNode` (`game_logic.py`):** Extract board state and rule logic into a separate `Board` class to simplify `GameNode` and improve modularity.
+
+### Low Impact
+- **Code Clarity (`game_logic.py`):** Improve code readability.
+
diff --git a/install.sh b/install.sh
deleted file mode 100755
index 8303fdf..0000000
--- a/install.sh
+++ /dev/null
@@ -1,2 +0,0 @@
-curl -L https://github.com/lightvector/KataGo/releases/download/v1.15.0/b18c384nbt-humanv0.bin.gz -o models/katago-human.bin.gz
-curl -L https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s7709128960-d4462231357.bin.gz -o models/katago-28b.bin.gz
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index fd9b860..b9d143c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,29 +1,58 @@
-[tool.poetry]
-name = "shape"
+[project]
+name = "goshape"
 version = "0.1.0"
-description = ""
-authors = ["Sander Land"]
+description = "Shape Habits Analysis and Personalized Evaluation"
+authors = [{name = "Sander Land"}]
 readme = "README.md"
+requires-python = ">=3.10,<3.14"
+dependencies = [
+    "PySide6>=6.5.0",
+    "pyqtgraph>=0.13.7",
+    "pysgf>=0.9.0",
+    "numpy>=2.1.2",
+    "httpx>=0.25.0",
+]
 
-[tool.poetry.dependencies]
-python = "^3.10,<3.13"
-PySide6 = "^6.5.0"
-pyqtgraph = "^0.13.7"
-pysgf = "^0.9.0"
-numpy = "^2.1.2"
+[dependency-groups]
+dev = [
+    "pytest>=7.0.0",
+    "pytest-cov>=4.0.0",
+    "ruff>=0.1.0",
+]
 
-[tool.vulture]
-ignore_names = ["paintEvent", "keyPressEvent", "mousePressEvent"]
+[project.scripts]
+goshape = "shape.main:main"
+
+[tool.hatch.build.targets.wheel]
+packages = ["shape"]
 
-[tool.black]
+[tool.ruff]
 line-length = 120
+target-version = "py310"
 
-[tool.isort]
-profile = "black"
+[tool.ruff.lint]
+select = [
+    "E",   # pycodestyle errors
+    "W",   # pycodestyle warnings
+    "F",   # pyflakes
+    "I",   # isort
+    "B",   # flake8-bugbear
+    "C4",  # flake8-comprehensions
+    "UP",  # pyupgrade
+]
+ignore = [
+    "E501",  # line too long, handled by formatter
+]
 
-[tool.poetry.scripts]
-shape = "shape.main:main"
+[tool.ruff.format]
+quote-style = "double"
+indent-style = "space"
+skip-magic-trailing-comma = false
+line-ending = "auto"
+
+[tool.vulture]
+ignore_names = ["paintEvent", "keyPressEvent", "mousePressEvent"]
 
 [build-system]
-requires = ["poetry-core"]
-build-backend = "poetry.core.masonry.api"
+requires = ["hatchling"]
+build-backend = "hatchling.build"
diff --git a/shape/game_logic.py b/shape/game_logic.py
index eb31dbe..18bafd9 100644
--- a/shape/game_logic.py
+++ b/shape/game_logic.py
@@ -37,8 +37,8 @@ def sample(
         secondary_data_data = secondary_data if secondary_data is not None else self.grid
         moves = [
             (Move(coords=(col, row)), prob, d)
-            for row, (policy_row, secondary_data_row) in enumerate(zip(self.grid, secondary_data_data))
-            for col, (prob, d) in enumerate(zip(policy_row, secondary_data_row))
+            for row, (policy_row, secondary_data_row) in enumerate(zip(self.grid, secondary_data_data, strict=False))
+            for col, (prob, d) in enumerate(zip(policy_row, secondary_data_row, strict=False))
             if prob > 0
         ]
         if self.pass_prob > 0 and not exclude_pass:
diff --git a/shape/katago/analysis.cfg b/shape/katago/analysis.cfg
new file mode 100644
index 0000000..5355de4
--- /dev/null
+++ b/shape/katago/analysis.cfg
@@ -0,0 +1,215 @@
+# Example config for C++ (non-python) gtp bot
+
+# SEE NOTES ABOUT PERFORMANCE AND MEMORY USAGE IN gtp_example.cfg
+# SEE NOTES ABOUT numSearchThreads AND OTHER IMPORTANT PARAMS BELOW!
+
+# Logs------------------------------------------------------------------------------------
+
+# Where to output log?
+# logFile = analysis.log  # Use this instead of logDir to just specify a single file directly
+# logToStderr = true      # Echo everything output to log file to stderr as well
+# logAllRequests = false  # Log all input lines received to the analysis engine.
+# logAllResponses = false # Log all lines output to stdout from the analysis engine.
+# logSearchInfo = false   # Log debug info for every search performed
+
+# Controls the number of moves after the first move in a variation.
+# analysisPVLen = 15
+
+# Report winrates for analysis as (BLACK|WHITE|SIDETOMOVE).
+reportAnalysisWinratesAs = BLACK
+
+# Bot behavior---------------------------------------------------------------------------------------
+
+# Handicap -------------
+
+# Assume that if black makes many moves in a row right at the start of the game, then the game is a handicap game.
+# This is necessary on some servers and for some GUIs and also when initializing from many SGF files, which may
+# set up a handicap games using repeated GTP "play" commands for black rather than GTP "place_free_handicap" commands.
+# However, it may also lead to incorrect undersanding of komi if whiteBonusPerHandicapStone = 1 and a server does NOT
+# have such a practice.
+# Defaults to true! Uncomment and set to false to disable this behavior.
+# assumeMultipleStartingBlackMovesAreHandicap = true
+
+# Passing and cleanup -------------
+
+# Make the bot never assume that its pass will end the game, even if passing would end and "win" under Tromp-Taylor rules.
+# Usually this is a good idea when using it for analysis or playing on servers where scoring may be implemented non-tromp-taylorly.
+# Defaults to true! Uncomment and set to false to disable this.
+conservativePass = true
+
+# When using territory scoring, self-play games continue beyond two passes with special cleanup
+# rules that may be confusing for human players. This option prevents the special cleanup phases from being
+# reachable when using the bot for GTP play.
+# Defaults to true! Uncomment and set to false if you want KataGo to be able to enter special cleanup.
+# For example, if you are testing it against itself, or against another bot that has precisely implemented the rules
+# documented at https://lightvector.github.io/KataGo/rules.html
+# preventCleanupPhase = true
+
+# Search limits-----------------------------------------------------------------------------------
+
+# By default, if NOT specified in an individual request, limit maximum number of root visits per search to this much
+maxVisits = 500
+# If provided, cap search time at this many seconds
+# maxTime = 60
+
+
+# numSearchThreads is the number of threads to use in each MCTS tree search in parallel for any individual position.
+# But NOTE: Analysis engine also specifies max number of POSITIONS to be able to search in parallel via command line
+# argument, -num-analysis-threads.
+
+# Parallelization across positions is more efficient since the threads on different positions operate
+# on different MCTS trees so they don't have to synchronize with each other. Also, multiple threads on the same MCTS
+# tree weakens the search (holding playouts fixed) due to out of date statistics on nodes and suboptimal exploration,
+# although the loss is still quite small for only 2,4,8 threads. So you often want to keep numSearchThreads small,
+# unlike in GTP.
+
+# But obviously you only get the benefit of parallelization across positions when you actually have lots of positions
+# that you are querying at once.
+
+# Therefore:
+# * If you plan to use the analysis engine only for batch processing large numbers of positions,
+#   it's preferable to set this to only a small number (e.g. 1,2,4) and use a higher -num-analysis-threads.
+# * But if you sometimes plan to query the analysis engine for single positions, or otherwise in smaller quantities
+#   than -num-analysis-threads, or if you plan to be user-interactive such that the response time on some individual
+#   analysis requests is important to keep low, then set this to a larger number and use somewhat fewer analysis threads,
+#   That way, individual searches complete faster due to having more threads on each one and doing fewer other ones at a time.
+
+# For 19x19 boards, weaker GPUs probably want a TOTAL number of threads (numSearchThreads * num-analysis-threads)
+# between 4 and 32. Mid-tier GPUs probably between 16 and 64. Strong GPUs probably between 32 and 256.
+# 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 = 4
+
+# nnMaxBatchSize is the max number of positions to send to a single GPU at once. Generally, it should be the case that:
+# (number of GPUs you will use * nnMaxBatchSize) >= (numSearchThreads * num-analysis-threads)
+# That way, when each threads tries to request a GPU eval, your batch size summed across GPUs is large enough to handle them
+# all at once. However, it can be sensible to set this a little smaller if you are limited on GPU memory,
+# too large a number may fail if the GPU doesn't have enough memory.
+nnMaxBatchSize = 96
+
+# Eigen-specific settings--------------------------------------
+# These only apply when using the Eigen (pure CPU) version of KataGo.
+
+# This is the number of CPU threads for evaluating the neural net on the Eigen backend.
+# It defaults to min(numAnalysisThreads * numSearchThreadsPerAnalysisThread, numCPUCores).
+# numEigenThreadsPerModel = X
+
+# Uncomment and set these smaller if you ONLY are going to use the analysis engine for smaller boards (or plan to
+# run multiple instances, with some instances only handling smaller boards). It should improve performance.
+# It may also mean you can use more threads profitably.
+# maxBoardXSizeForNNBuffer = 19
+# maxBoardYSizeForNNBuffer = 19
+
+# TO USE MULTIPLE GPUS:
+# Uncomment and set this to the number of GPUs you have and/or would like to use...
+# AND if it is more than 1, uncomment the appropriate CUDA or OpenCL section below.
+# numNNServerThreadsPerModel = 1
+
+# Other General GPU Settings-------------------------------------------------------------------------------
+
+
+# Cache up to 2 ** this many neural net evaluations in case of transpositions in the tree.
+nnCacheSizePowerOfTwo = 20
+# Size of mutex pool for nnCache is 2 ** this
+nnMutexPoolSizePowerOfTwo = 16
+# Randomize board orientation when running neural net evals?
+nnRandomize = true
+
+# TO USE MULTIPLE GPUS:
+# Set this to the number of GPUs you have and/or would like to use...
+# AND if it is more than 1, uncomment the appropriate CUDA or OpenCL section below.
+# numNNServerThreadsPerModel = 1
+
+
+# CUDA GPU settings--------------------------------------
+# These only apply when using the CUDA version of KataGo.
+
+# IF USING ONE GPU: optionally uncomment and change this if the GPU you want to use turns out to be not device 0
+# cudaDeviceToUse = 0
+
+# IF USING TWO GPUS: Uncomment these two lines (AND set numNNServerThreadsPerModel above):
+# cudaDeviceToUseThread0 = 0  # change this if the first GPU you want to use turns out to be not device 0
+# cudaDeviceToUseThread1 = 1  # change this if the second GPU you want to use turns out to be not device 1
+
+# IF USING THREE GPUS: Uncomment these three lines (AND set numNNServerThreadsPerModel above):
+# cudaDeviceToUseThread0 = 0  # change this if the first GPU you want to use turns out to be not device 0
+# cudaDeviceToUseThread1 = 1  # change this if the second GPU you want to use turns out to be not device 1
+# cudaDeviceToUseThread2 = 2  # change this if the third GPU you want to use turns out to be not device 2
+
+# You can probably guess the pattern if you have four, five, etc. GPUs.
+
+# KataGo will automatically use FP16 or not based on the compute capability of your NVIDIA GPU. If you
+# want to try to force a particular behavior though you can uncomment these lines and change them
+# to "true" or "false". E.g. it's using FP16 but on your card that's giving an error, or it's not using
+# FP16 but you think it should.
+# cudaUseFP16 = auto
+# cudaUseNHWC = auto
+
+# OpenCL GPU settings--------------------------------------
+# These only apply when using the OpenCL version of KataGo.
+
+# Uncomment to tune OpenCL for every board size separately, rather than only the largest possible size
+# openclReTunePerBoardSize = true
+
+# IF USING ONE GPU: optionally uncomment and change this if the best device to use is guessed incorrectly.
+# The default behavior tries to guess the 'best' GPU or device on your system to use, usually it will be a good guess.
+# openclDeviceToUse = 0
+
+# IF USING TWO GPUS: Uncomment these two lines and replace X and Y with the device ids of the devices you want to use.
+# It might NOT be 0 and 1, some computers will have many OpenCL devices. You can see what the devices are when
+# KataGo starts up - it should print or log all the devices it finds.
+# (AND also set numNNServerThreadsPerModel above)
+# openclDeviceToUseThread0 = X
+# openclDeviceToUseThread1 = Y
+
+# IF USING THREE GPUS: Uncomment these three lines and replace X and Y and Z with the device ids of the devices you want to use.
+# It might NOT be 0 and 1 and 2, some computers will have many OpenCL devices. You can see what the devices are when
+# KataGo starts up - it should print or log all the devices it finds.
+# (AND also set numNNServerThreadsPerModel above)
+# openclDeviceToUseThread0 = X
+# openclDeviceToUseThread1 = Y
+# openclDeviceToUseThread2 = Z
+
+# You can probably guess the pattern if you have four, five, etc. GPUs.
+
+
+# Root move selection and biases------------------------------------------------------------------------------
+# Uncomment and edit any of the below values to change them from their default.
+# Not all of these parameters are applicable to analysis, some are only used for actual play
+
+# Temperature for the early game, randomize between chosen moves with this temperature
+# chosenMoveTemperatureEarly = 0.5
+# Decay temperature for the early game by 0.5 every this many moves, scaled with board size.
+# chosenMoveTemperatureHalflife = 19
+# At the end of search after the early game, randomize between chosen moves with this temperature
+# chosenMoveTemperature = 0.10
+# Subtract this many visits from each move prior to applying chosenMoveTemperature
+# (unless all moves have too few visits) to downweight unlikely moves
+# chosenMoveSubtract = 0
+# The same as chosenMoveSubtract but only prunes moves that fall below the threshold, does not affect moves above
+# chosenMovePrune = 1
+
+# Number of symmetries to sample (WITH replacement) and average at the root
+# rootNumSymmetriesToSample = 1
+
+# Using LCB for move selection?
+# useLcbForSelection = true
+# How many stdevs a move needs to be better than another for LCB selection
+# lcbStdevs = 5.0
+# Policy temperature to use for move selection
+# policyTemperature = 1.0
+
+# ROOT POSITIONAL BIASES--------------
+# Uncomment to have KataGo apply small biases to the root search results
+# This can help reduce the "flat" evaluation of equal positions, but the bias applied is small.
+# Per-channel parameters that control the impact on the root node evaluation of various aspects:
+# Board edge proximity, areas next to already-played stones, corner proximity, etc.
+# positionalityTuneX1 = 0.2
+# positionalityTuneX2 = 0.0
+# positionalityTuneY1 = 1.0
+# positionalityTuneY2 = 0.15
+# positionalityTuneCenterDistance = 0.4
+# positionalityTuneOwnStoneProximity = 0.25
+# positionalityTuneOppStoneProximity = 0.0 
\ No newline at end of file
diff --git a/shape/katago/downloader.py b/shape/katago/downloader.py
new file mode 100644
index 0000000..4db118d
--- /dev/null
+++ b/shape/katago/downloader.py
@@ -0,0 +1,410 @@
+import asyncio
+import os
+import platform
+import shutil
+import subprocess
+import zipfile
+from dataclasses import dataclass, field
+from pathlib import Path
+
+import httpx
+from PySide6.QtCore import QThread, Signal
+from PySide6.QtGui import QFont
+from PySide6.QtWidgets import (
+    QDialog,
+    QHBoxLayout,
+    QLabel,
+    QProgressBar,
+    QPushButton,
+    QVBoxLayout,
+    QWidget,
+)
+
+from shape.utils import setup_logging
+
+logger = setup_logging()
+
+KATRAIN_DIR = Path.home() / ".katrain"
+
+
+def get_katago_version_info(katago_path: Path) -> tuple[str, str]:
+    """Get KataGo version and backend info. Returns (version, backend)."""
+    try:
+        result = subprocess.run([str(katago_path), "version"], capture_output=True, text=True, timeout=10)
+        if result.returncode == 0:
+            lines = result.stdout.strip().split("\n")
+            version = "Unknown"
+            backend = "Unknown"
+
+            for line in lines:
+                if line.startswith("KataGo v"):
+                    version = line.split()[1]  # Extract version like "v1.15.3"
+                elif "backend" in line.lower():
+                    # Extract backend like "OpenCL", "CUDA", etc.
+                    if "OpenCL" in line:
+                        backend = "OpenCL"
+                    elif "CUDA" in line:
+                        backend = "CUDA"
+                    elif "CPU" in line:
+                        backend = "CPU"
+                    else:
+                        backend = line.split()[-1]  # Last word of the line
+
+            return version, backend
+        else:
+            logger.warning(f"KataGo version command failed: {result.stderr}")
+            return "Unknown", "Unknown"
+    except Exception as e:
+        logger.warning(f"Failed to get KataGo version: {e}")
+        return "Unknown", "Unknown"
+
+
+KATAGO_DIR = KATRAIN_DIR / "katago"
+KATAGO_EXE_NAME = "katago.exe" if platform.system() == "Windows" else "katago"
+KATAGO_PATH = KATAGO_DIR / KATAGO_EXE_NAME
+
+
+@dataclass
+class DownloadableComponent:
+    name: str
+    destination_dir: Path
+    destination_filename: str
+    download_url: str
+    is_zip: bool = False
+    found: bool = field(init=False, default=False)
+    downloading: bool = field(init=False, default=False)
+    error: str | None = field(init=False, default=None)
+
+    def __post_init__(self):
+        self.destination_dir.mkdir(parents=True, exist_ok=True)
+        self.check_if_found()
+
+    @property
+    def destination_path(self) -> Path:
+        return self.destination_dir / self.destination_filename
+
+    def check_if_found(self):
+        # Special case for KataGo: check PATH first
+        if self.name == "KataGo Engine":
+            path_katago = shutil.which("katago")
+            if path_katago:
+                self.found = True
+                self.error = None
+                # Update destination to point to the PATH version
+                self._path_katago = Path(path_katago)
+                return True
+
+        self.found = self.destination_path.exists()
+        if self.found:
+            self.error = None  # reset error on found
+        return self.found
+
+    def get_widget(self, download_callback, parent_dialog) -> "ComponentWidget":
+        return ComponentWidget(self, download_callback, parent_dialog)
+
+
+class ComponentWidget(QWidget):
+    def __init__(self, component: DownloadableComponent, download_callback, parent: QDialog):
+        super().__init__(parent)
+        self.component = component
+        self.download_callback = download_callback
+
+        layout = QHBoxLayout()
+        self.name_label = QLabel(f"<b>{component.name}</b>")
+        self.status_label = QLabel()
+        self.download_button = QPushButton()
+        self.download_button.clicked.connect(self._on_download_click)
+        self.progress_bar = QProgressBar()
+        self.progress_bar.setVisible(False)
+
+        layout.addWidget(self.name_label)
+        layout.addWidget(self.status_label)
+        layout.addStretch()
+        layout.addWidget(self.progress_bar)
+        layout.addWidget(self.download_button)
+        self.setLayout(layout)
+        self.update_status()
+
+    def _on_download_click(self):
+        self.download_button.setEnabled(False)
+        self.progress_bar.setVisible(True)
+        self.progress_bar.setRange(0, 0)
+        self.download_callback(self.component)
+
+    def update_status(self):
+        self.component.check_if_found()
+        if self.component.downloading:
+            self.status_label.setText("Downloading...")
+            self.download_button.setVisible(False)
+            self.progress_bar.setVisible(True)
+        elif self.component.found:
+            if self.component.name == "KataGo Engine":
+                # Show version info for KataGo
+                if hasattr(self.component, "_path_katago"):
+                    katago_path = self.component._path_katago
+                    location_text = f"Found in PATH: {katago_path}"
+                else:
+                    katago_path = self.component.destination_path
+                    location_text = f"Found at {katago_path}"
+
+                version, backend = get_katago_version_info(katago_path)
+                self.status_label.setText(
+                    f"<font color='green'>{location_text}<br/>Version: {version} ({backend})</font>"
+                )
+            else:
+                # For models, show file info
+                if hasattr(self.component, "_path_katago"):
+                    self.status_label.setText(
+                        f"<font color='green'>Found in PATH: {self.component._path_katago}</font>"
+                    )
+                else:
+                    file_size = (
+                        self.component.destination_path.stat().st_size // (1024 * 1024)
+                        if self.component.destination_path.exists()
+                        else 0
+                    )
+                    self.status_label.setText(
+                        f"<font color='green'>Found at {self.component.destination_path}<br/>Size: {file_size} MB</font>"
+                    )
+            self.download_button.setVisible(False)
+            self.progress_bar.setVisible(False)
+        elif self.component.error:
+            self.status_label.setText(f"<font color='red'>Error: {self.component.error}</font>")
+            self.download_button.setText("Retry")
+            self.download_button.setVisible(True)
+            self.download_button.setEnabled(True)
+            self.progress_bar.setVisible(False)
+        else:
+            self.status_label.setText("<font color='orange'>Missing</font>")
+            self.download_button.setText("Download")
+            self.download_button.setVisible(True)
+            self.download_button.setEnabled(True)
+            self.progress_bar.setVisible(False)
+
+    def update_progress(self, percent):
+        self.progress_bar.setRange(0, 100)
+        self.progress_bar.setValue(percent)
+
+
+class DownloadThread(QThread):
+    progress_signal = Signal(DownloadableComponent, int)
+    finished_signal = Signal(DownloadableComponent, str)  # Component, error_message (empty string for success)
+
+    def __init__(self, components_to_download: list[DownloadableComponent]):
+        super().__init__()
+        self.components = components_to_download
+        for c in self.components:
+            c.downloading = True
+
+    def run(self):
+        try:
+            asyncio.run(self._download_files_async())
+        except Exception as e:
+            logger.error(f"Downloader thread failed: {e}")
+            for component in self.components:  # fail all on thread error
+                if component.downloading:
+                    self.finished_signal.emit(component, str(e))
+
+    async def _download_files_async(self):
+        async with httpx.AsyncClient(timeout=300.0) as client:
+            tasks = [self._download_file(client, c) for c in self.components]
+            results = await asyncio.gather(*tasks, return_exceptions=True)
+
+            for component, result in zip(self.components, results, strict=False):
+                if isinstance(result, Exception):
+                    self.finished_signal.emit(component, str(result))
+                else:
+                    self.finished_signal.emit(component, "")
+
+    async def _download_file(self, client: httpx.AsyncClient, component: DownloadableComponent):
+        download_path = (
+            component.destination_path.with_suffix(".zip.download")
+            if component.is_zip
+            else component.destination_path.with_suffix(".download")
+        )
+        try:
+            async with client.stream("GET", component.download_url, follow_redirects=True) as response:
+                response.raise_for_status()
+                total_size = int(response.headers.get("content-length", 0))
+                with open(download_path, "wb") as f:
+                    downloaded = 0
+                    async for chunk in response.aiter_bytes(chunk_size=8192):
+                        f.write(chunk)
+                        downloaded += len(chunk)
+                        if total_size > 0:
+                            percent = min(100, (downloaded * 100) // total_size)
+                            self.progress_signal.emit(component, percent)
+
+            if component.is_zip:
+                with zipfile.ZipFile(download_path, "r") as zip_ref:
+                    # find executable in zip
+                    exe_files = [
+                        f for f in zip_ref.namelist() if f.endswith(KATAGO_EXE_NAME) and not f.startswith("__MACOSX")
+                    ]
+                    if not exe_files:
+                        raise Exception(f"Katago executable not found in zip {download_path}")
+                    internal_exe_path = exe_files[0]
+                    with zip_ref.open(internal_exe_path) as source, open(component.destination_path, "wb") as target:
+                        shutil.copyfileobj(source, target)
+                os.chmod(component.destination_path, 0o755)  # make executable
+            else:
+                shutil.move(download_path, component.destination_path)
+
+        finally:
+            if download_path.exists():
+                download_path.unlink()
+
+
+class ComponentsDownloaderDialog(QDialog):
+    def __init__(self, parent=None):
+        super().__init__(parent)
+        self.setWindowTitle("SHAPE Setup: KataGo Components")
+        self.setModal(True)
+        self.setMinimumWidth(600)
+
+        self.components = self._define_components()
+        self.component_widgets: dict[str, ComponentWidget] = {}
+        self.setup_ui()
+        self.check_all_found()
+
+    def _get_katago_url(self):
+        system = platform.system()
+        base_url = "https://github.com/lightvector/KataGo/releases/download/v1.16.0/"
+        if system == "Linux":
+            return base_url + "katago-v1.16.0-opencl-linux-x64.zip"
+        elif system == "Windows":
+            return base_url + "katago-v1.16.0-opencl-windows-x64.zip"
+        elif system == "Darwin":  # MacOS
+            return base_url + "katago-v1.16.0-opencl-macos-x64.zip"
+        raise RuntimeError(f"Unsupported OS for KataGo download: {system}")
+
+    def _define_components(self) -> list[DownloadableComponent]:
+        return [
+            DownloadableComponent(
+                name="KataGo Engine",
+                destination_dir=KATAGO_DIR,
+                destination_filename=KATAGO_EXE_NAME,
+                download_url=self._get_katago_url(),
+                is_zip=True,
+            ),
+            DownloadableComponent(
+                name="KataGo Model (28b)",
+                destination_dir=KATRAIN_DIR,
+                destination_filename="katago-28b.bin.gz",
+                download_url="https://media.katagotraining.org/uploaded/networks/models/kata1/kata1-b28c512nbt-s7709128960-d4462231357.bin.gz",
+            ),
+            DownloadableComponent(
+                name="KataGo Model (Human)",
+                destination_dir=KATRAIN_DIR,
+                destination_filename="katago-human.bin.gz",
+                download_url="https://github.com/lightvector/KataGo/releases/download/v1.15.0/b18c384nbt-humanv0.bin.gz",
+            ),
+        ]
+
+    def setup_ui(self):
+        layout = QVBoxLayout()
+        self.title_label = QLabel("Checking for required components...")
+        font = QFont()
+        font.setPointSize(16)
+        font.setBold(True)
+        self.title_label.setFont(font)
+        layout.addWidget(self.title_label)
+
+        for component in self.components:
+            widget = component.get_widget(self.download_one, self)
+            self.component_widgets[component.name] = widget
+            layout.addWidget(widget)
+
+        self.download_all_button = QPushButton("Download All Missing")
+        self.download_all_button.clicked.connect(self.download_all)
+        layout.addWidget(self.download_all_button)
+
+        self.close_button = QPushButton("Close")
+        self.close_button.clicked.connect(self.accept)
+        layout.addWidget(self.close_button)
+
+        self.setLayout(layout)
+
+    def download_one(self, component: DownloadableComponent):
+        self.download([component])
+
+    def download_all(self):
+        missing = [c for c in self.components if not c.found]
+        self.download(missing)
+
+    def download(self, components: list[DownloadableComponent]):
+        if not components:
+            return
+        self.download_all_button.setEnabled(False)
+        self.close_button.setEnabled(False)
+
+        self.download_thread = DownloadThread(components)
+        for c in components:
+            self.component_widgets[c.name].update_status()
+        self.download_thread.progress_signal.connect(self._on_progress)
+        self.download_thread.finished_signal.connect(self._on_finished)
+        self.download_thread.start()
+
+    def _on_progress(self, component: DownloadableComponent, percent: int):
+        self.component_widgets[component.name].update_progress(percent)
+
+    def _on_finished(self, component: DownloadableComponent, error: str):
+        component.downloading = False
+        component.error = error if error else None
+        component.check_if_found()
+        # Force progress bar to be hidden and reset
+        widget = self.component_widgets[component.name]
+        widget.progress_bar.setVisible(False)
+        widget.progress_bar.setRange(0, 100)
+        widget.progress_bar.setValue(0)
+        widget.update_status()
+        self.check_all_found()
+
+    def check_all_found(self):
+        all_found = all(c.check_if_found() for c in self.components)
+        downloading = any(c.downloading for c in self.components)
+
+        # Update title based on status
+        if downloading:
+            self.title_label.setText("Downloading components...")
+        elif all_found:
+            self.title_label.setText("All components ready!")
+        else:
+            missing_count = sum(1 for c in self.components if not c.found)
+            self.title_label.setText(f"Missing {missing_count} component{'s' if missing_count != 1 else ''}")
+
+        self.download_all_button.setEnabled(not all_found and not downloading)
+        self.close_button.setEnabled(all_found and not downloading)
+        self.close_button.setText("Continue" if all_found else "Close")
+        if all_found:
+            self.download_all_button.setVisible(False)
+
+    def get_paths(self) -> dict[str, Path] | None:
+        if not all(c.found for c in self.components):
+            return None
+
+        # Get KataGo path - either from PATH or downloaded location
+        katago_component = self.components[0]  # KataGo Engine is first
+        if hasattr(katago_component, "_path_katago"):
+            katago_path = katago_component._path_katago
+        else:
+            katago_path = KATAGO_PATH
+
+        return {
+            "katago_path": katago_path,
+            "model_path": self.components[1].destination_path,
+            "human_model_path": self.components[2].destination_path,
+        }
+
+    def get_katago_version_info(self) -> tuple[str, str]:
+        """Get KataGo version and backend info for the main window title."""
+        katago_component = self.components[0]  # KataGo Engine is first
+        if not katago_component.found:
+            return "Unknown", "Unknown"
+
+        if hasattr(katago_component, "_path_katago"):
+            katago_path = katago_component._path_katago
+        else:
+            katago_path = KATAGO_PATH
+
+        return get_katago_version_info(katago_path)
diff --git a/shape/katago/engine.py b/shape/katago/engine.py
index 8d48401..3e44757 100644
--- a/shape/katago/engine.py
+++ b/shape/katago/engine.py
@@ -7,7 +7,10 @@
 import traceback
 from collections.abc import Callable
 
+from PySide6.QtWidgets import QApplication, QDialog
+
 from shape.game_logic import GameNode
+from shape.katago.downloader import ComponentsDownloaderDialog
 from shape.utils import setup_logging
 
 logger = setup_logging()
@@ -24,33 +27,45 @@ class KataGoEngine:
         "stone_scoring": "stone_scoring",
     }
 
-    def __init__(self, katago_path, model_folder=None):
-        if model_folder == None:
-            base_dir = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
-        else:
-            base_dir = os.path.abspath(model_folder)
-
-        config_path = os.path.join(base_dir, "analysis.cfg")
-        model_path = os.path.join(base_dir, "katago-28b.bin.gz")
-        human_model_path = os.path.join(base_dir, "katago-human.bin.gz")
-        if not os.path.exists(config_path) or not os.path.exists(model_path) or not os.path.exists(human_model_path):
-            raise RuntimeError("Models not found. Run install.sh to download the models.")
+    def __init__(self, model_folder=None):
+        # analysis.cfg is now stored in the package
+        config_path = os.path.join(os.path.dirname(__file__), "analysis.cfg")
+        if not os.path.exists(config_path):
+            raise RuntimeError(f"Analysis config not found at {config_path}")
+
+        app = QApplication.instance()
+        if app is None:
+            app = QApplication([])
+
+        dialog = ComponentsDownloaderDialog()
+        paths = dialog.get_paths()
+        if not paths:
+            result = dialog.exec()
+            if result != QDialog.DialogCode.Accepted:
+                raise RuntimeError("KataGo components are required but download was cancelled or failed.")
+            paths = dialog.get_paths()
+            if not paths:
+                raise RuntimeError("Could not retrieve component paths even after download dialog.")
+
+        # Store version info for the main window title
+        self.katago_version, self.katago_backend = dialog.get_katago_version_info()
 
         command = [
-            os.path.abspath(katago_path),
+            os.path.abspath(paths["katago_path"]),
             "analysis",
             "-config",
             config_path,
             "-model",
-            model_path,
+            str(paths["model_path"]),
             "-human-model",
-            human_model_path,
+            str(paths["human_model_path"]),
         ]
         self.query_queue = queue.Queue()
         self.response_callbacks = {}
         self.process = self._start_process(command)
         if self.process.poll() is not None:
-            raise RuntimeError(f"KataGo process exited unexpectedly on startup: {self.process.stderr.read()}")
+            stderr_output = self.process.stderr.read() if self.process.stderr else "No stderr available"
+            raise RuntimeError(f"KataGo process exited unexpectedly on startup: {stderr_output}")
 
         threads = [
             threading.Thread(target=self._log_stderr, daemon=True),
@@ -108,7 +123,7 @@ def analyze_position(self, node: GameNode, callback: Callable, human_profile_set
         nodes = node.nodes_from_root
         moves = [m for node in nodes for m in node.moves]
         self.query_counter += 1
-        query_id = f"{len(nodes)}_{(moves or ['root'])[-1]}_{human_profile_settings.get('humanSLProfile','ai')}_{max_visits}v_{self.query_counter}"
+        query_id = f"{len(nodes)}_{(moves or ['root'])[-1]}_{human_profile_settings.get('humanSLProfile', 'ai')}_{max_visits}v_{self.query_counter}"
         query = {
             "id": query_id,
             "rules": self.RULESETS_ABBR.get(node.ruleset.lower(), node.ruleset.lower()),
@@ -157,5 +172,5 @@ def _log_response(self, response):
             {k: v for k, v in move.items() if k in ["move", "visits", "winrate"]}
             for move in response.get("moveInfos", [])
         ]
-        response["moveInfos"] = moves[:5] + [f"{len(moves)-5} more..."] if len(moves) > 5 else moves
+        response["moveInfos"] = moves[:5] + [f"{len(moves) - 5} more..."] if len(moves) > 5 else moves
         logger.debug(f"Received response: {json.dumps(response, indent=2)}")
diff --git a/shape/main.py b/shape/main.py
index 9fb99a9..7012e74 100644
--- a/shape/main.py
+++ b/shape/main.py
@@ -1,9 +1,6 @@
-import os
+import argparse
 import signal
-import subprocess
 import sys
-import traceback
-import argparse
 
 from PySide6.QtWidgets import QApplication
 
@@ -17,20 +14,12 @@
 
 
 class SHAPEApp:
-    def __init__(self, katago_path=None, model_folder=None):
+    def __init__(self):
         self.app = QApplication(sys.argv)
         self.main_window = MainWindow()
 
-        # Use 'which katago' to find the KataGo executable
-        if katago_path == None:
-            try:
-                katago_path = subprocess.check_output(["which", "katago"]).decode().strip()
-            except subprocess.CalledProcessError:
-                self.show_error("KataGo not found in PATH. Please install KataGo and make sure it's accessible.")
-                sys.exit(1)
-
         try:
-            self.katago = KataGoEngine(katago_path, model_folder)
+            self.katago = KataGoEngine()
         except Exception as e:
             self.show_error(f"Failed to initialize KataGo engine: {e}")
             sys.exit(1)
@@ -46,15 +35,10 @@ def show_error(self, message):
 
 
 def main():
-    parser = argparse.ArgumentParser(
-            description='SHAPE: Shape Habits Analysis and Personalized Evaluation')
-    parser.add_argument('--katago', type=str, 
-                        help='Path to the katago executable (optional)', default=None)
-    parser.add_argument('--model_folder', type=str, 
-                        help='Path to the model folder (optional)', default=None)
-    args = parser.parse_args()
-
-    shape = SHAPEApp(args.katago, args.model_folder)
+    parser = argparse.ArgumentParser(description="SHAPE: Shape Habits Analysis and Personalized Evaluation")
+    parser.parse_args()
+
+    shape = SHAPEApp()
     sys.exit(shape.run())
 
 
diff --git a/shape/ui/board_view.py b/shape/ui/board_view.py
index ba995f5..863f924 100644
--- a/shape/ui/board_view.py
+++ b/shape/ui/board_view.py
@@ -1,17 +1,16 @@
 import numpy as np
-from PySide6.QtCore import QPointF, QRectF, QSize, Qt, Signal
+from PySide6.QtCore import QPointF, QRectF, QSize, Qt
 from PySide6.QtGui import (
     QBrush,
     QColor,
     QFont,
-    QLinearGradient,
     QPainter,
     QPen,
     QRadialGradient,
 )
 from PySide6.QtWidgets import QSizePolicy, QWidget
 
-from shape.game_logic import GameNode, Move, PolicyData
+from shape.game_logic import Move, PolicyData
 from shape.utils import setup_logging
 
 logger = setup_logging()
@@ -34,7 +33,7 @@ class BoardView(QWidget):
     def sizeHint(self):
         return QSize(600, 600)
 
-    def __init__(self, main_window: "MainWindow", parent=None):
+    def __init__(self, main_window, parent=None):
         super().__init__(parent)
         self.main_window = main_window
         self.setSizePolicy(QSizePolicy.Expanding, QSizePolicy.Expanding)
@@ -162,12 +161,12 @@ def draw_coordinates_and_nav(self, painter):
                 Qt.AlignVCenter | Qt.AlignRight,
                 str(i + 1),
             )
-        for (text, _, size_adj), nav_rect in zip(self.nav_buttons, self.nav_rects):
+        for (text, _, size_adj), nav_rect in zip(self.nav_buttons, self.nav_rects, strict=False):
             painter.setFont(QFont("Arial", self.coord_font_size * size_adj, QFont.Bold))
             painter.drawText(nav_rect, Qt.AlignCenter, text)
 
     def mousePressEvent(self, event):
-        for (_, callback, _), rect in zip(self.nav_buttons, self.nav_rects):
+        for (_, callback, _), rect in zip(self.nav_buttons, self.nav_rects, strict=False):
             if rect.contains(event.pos()):
                 callback()
                 return
@@ -218,7 +217,7 @@ def draw_heatmap(self, painter, policy, sampling_settings):
             rank_gradient = np.tile(np.linspace(0, 2, self.board_size), (self.board_size, 1)).T
             heatmap_mean_prob = np.append(prob_gradient.ravel(), 0)
             heatmap_mean_rank = np.append(rank_gradient.ravel(), 0)
-            sampling_settings = dict(min_p=0)
+            sampling_settings = {"min_p": 0}
 
         if heatmap_mean_prob is not None:
             top_moves, _ = PolicyData(heatmap_mean_prob).sample(
@@ -236,7 +235,7 @@ def draw_heatmap_points(self, painter, top_moves, show_text=True):
             x = center.x() - size / 2
             y = center.y() - size / 2
 
-            text = "" if rel_prob < 0.01 else f"{prob*100:.0f}"
+            text = "" if rel_prob < 0.01 else f"{prob * 100:.0f}"
 
             painter.setBrush(QBrush(color))
             painter.setPen(QPen(Qt.black))
diff --git a/shape/ui/main_window.py b/shape/ui/main_window.py
index f70bec3..1736e67 100644
--- a/shape/ui/main_window.py
+++ b/shape/ui/main_window.py
@@ -2,15 +2,15 @@
 
 import numpy as np
 from PySide6.QtCore import QEvent, Qt, QTimer, Signal
-from PySide6.QtGui import QAction, QKeySequence
+from PySide6.QtGui import QAction
 from PySide6.QtWidgets import (
     QApplication,
+    QFileDialog,
     QHBoxLayout,
     QLabel,
     QMainWindow,
     QMenu,
     QMenuBar,
-    QPushButton,
     QStatusBar,
     QTabWidget,
     QVBoxLayout,
@@ -47,6 +47,16 @@ def __init__(self):
 
     def set_engine(self, katago_engine):
         self.katago_engine = katago_engine
+        # Update window title with version info
+        try:
+            from importlib.metadata import version
+
+            shape_version = version("goshape")
+        except ImportError:
+            shape_version = "dev"  # Fallback for development
+        katago_version = getattr(katago_engine, "katago_version", "Unknown")
+        katago_backend = getattr(katago_engine, "katago_backend", "Unknown")
+        self.setWindowTitle(f"SHAPE v{shape_version} running KataGo {katago_version} ({katago_backend})")
         self.update_state()
 
     def set_logging_level(self, level):
@@ -93,10 +103,10 @@ def maybe_make_ai_move(self, current_node, human_profiles, current_analysis, nex
             best_ai_move = current_analysis[None].ai_moves()[0]["move"]
             if policy_moves:
                 if best_ai_move == "pass":
-                    logger.info(f"Passing because it is the best AI move")
+                    logger.info("Passing because it is the best AI move")
                     self.make_move(None)
                 else:
-                    moves, probs, _ = zip(*policy_moves)
+                    moves, probs, _ = zip(*policy_moves, strict=False)
                     move = np.random.choice(moves, p=np.array(probs) / sum(probs))
                     logger.info(f"Making sampled move: {move} from {len(policy_moves)} cuttoff due to {reason}")
                     self.make_move(move.coords)
@@ -133,10 +143,10 @@ def copy_sgf_to_clipboard(self):
     def save_as_sgf(self, to_clipboard: bool = False):
         def get_player_name(color):
             if self.control_panel.get_player_color() == color:
-                return f"Human"
+                return "Human"
             else:
                 profile = self.control_panel.get_human_profiles()["opponent"]
-                return f"AI ({profile})" if profile else f"KataGo"
+                return f"AI ({profile})" if profile else "KataGo"
 
         player_names = {bw: get_player_name(bw) for bw in "BW"}
         sgf_data = self.game_logic.export_sgf(player_names)
@@ -218,7 +228,7 @@ def on_analysis_complete(self, node, analysis, human_profile):
         node.store_analysis(analysis, human_profile)
         num_queries = self.katago_engine.num_outstanding_queries()
         self.update_status_bar(
-            f"Ready"
+            "Ready"
             if num_queries == 0
             else f"{human_profile or 'AI'} analysis for {node.move.gtp() if node.move else 'root'} received, still working on {num_queries} queries"
         )
@@ -321,7 +331,7 @@ def create_menu_bar(self):
         menu_bar.addMenu(logging_menu)
         for level in ["DEBUG", "INFO", "WARNING", "ERROR"]:
             logging_action = QAction(level.capitalize(), self)
-            logging_action.triggered.connect(lambda l=level: self.set_logging_level(l))
+            logging_action.triggered.connect(lambda level=level: self.set_logging_level(level))
             logging_menu.addAction(logging_action)
 
     def on_pass_move(self):
diff --git a/shape/ui/tab_analysis.py b/shape/ui/tab_analysis.py
index d0abc88..7cedfa4 100644
--- a/shape/ui/tab_analysis.py
+++ b/shape/ui/tab_analysis.py
@@ -75,7 +75,7 @@ def update_ui(self):
             self.top_moves_table.setRowCount(len(top_moves))
             for row, move in enumerate(top_moves):
                 self.top_moves_table.setItem(row, 0, QTableWidgetItem(move["move"]))
-                self.top_moves_table.setItem(row, 1, QTableWidgetItem(f"{move['winrate']*100:.1f}%"))
+                self.top_moves_table.setItem(row, 1, QTableWidgetItem(f"{move['winrate'] * 100:.1f}%"))
                 self.top_moves_table.setItem(row, 2, QTableWidgetItem(f"{move['scoreLead']:.1f}"))
                 self.top_moves_table.setItem(row, 3, QTableWidgetItem(f"{move['visits']}"))
 
@@ -95,7 +95,7 @@ def clear(self):
         self.top_moves_table.clearContents()
 
     def update_graph(self, scores: list[tuple[int, float]]):
-        moves, filtered_values = zip(*scores)
+        moves, filtered_values = zip(*scores, strict=False)
         self.graph_widget.plot(moves, filtered_values, pen=pg.mkPen(color="b", width=2), clear=True)
         self.graph_widget.setYRange(min(filtered_values) - 0.1, max(filtered_values) + 0.1)
         self.graph_widget.setXRange(0, max(1, len(moves) - 1))
diff --git a/shape/ui/tab_main_control.py b/shape/ui/tab_main_control.py
index b341143..bf477e4 100644
--- a/shape/ui/tab_main_control.py
+++ b/shape/ui/tab_main_control.py
@@ -27,14 +27,14 @@
 def get_rank_from_id(id: int) -> str:
     if id < 0:
         return f"{-id}k"
-    return f"{id+1}d"
+    return f"{id + 1}d"
 
 
 def get_human_profile_from_id(id: int, preaz: bool = False) -> str | None:
     if id >= RANK_RANGE[1] + 10:
         return None  # AI
     if id >= RANK_RANGE[1]:
-        return f"proyear_2023"
+        return "proyear_2023"
     return f"{'preaz_' if preaz else 'rank_'}{get_rank_from_id(id)}"
 
 
@@ -237,16 +237,16 @@ def get_move_stats(self, node):
             player_prob, player_relative_prob = currentlv_analysis.human_policy.at(node.move)
             target_prob, target_relative_prob = target_analysis.human_policy.at(node.move)
             ai_prob, ai_relative_prob = ai_analysis.ai_policy.at(node.move)
-            return dict(
-                player_prob=player_prob,
-                target_prob=target_prob,
-                ai_prob=ai_prob,
-                player_relative_prob=player_relative_prob,
-                target_relative_prob=target_relative_prob,
-                ai_relative_prob=ai_relative_prob,
-                move_like_target=target_prob / max(player_prob + target_prob, 1e-10),
-                mistake_size=node.mistake_size(),
-            )
+            return {
+                "player_prob": player_prob,
+                "target_prob": target_prob,
+                "ai_prob": ai_prob,
+                "player_relative_prob": player_relative_prob,
+                "target_relative_prob": target_relative_prob,
+                "ai_relative_prob": ai_relative_prob,
+                "move_like_target": target_prob / max(player_prob + target_prob, 1e-10),
+                "mistake_size": node.mistake_size(),
+            }
         return None
 
     def get_heatmap_settings(self):
diff --git a/shape/ui/ui_utils.py b/shape/ui/ui_utils.py
index 2ecdc22..7e07f6c 100644
--- a/shape/ui/ui_utils.py
+++ b/shape/ui/ui_utils.py
@@ -55,6 +55,7 @@
 }
 """
 
+
 # Helper functions
 def create_spin_box(min_value, max_value, default_value):
     spin_box = QSpinBox()
diff --git a/tests/__init__.py b/tests/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/tests/test_game_logic.py b/tests/test_game_logic.py
new file mode 100644
index 0000000..2fdf117
--- /dev/null
+++ b/tests/test_game_logic.py
@@ -0,0 +1,42 @@
+import pytest
+
+from shape.game_logic import GameLogic, PolicyData
+
+
+def test_game_logic_initialization():
+    """Test that GameLogic can be initialized."""
+    game = GameLogic()
+    assert game is not None
+
+
+def test_game_logic_new_game():
+    """Test that new_game works with different board sizes."""
+    game = GameLogic()
+    game.new_game(board_size=19)
+    assert game.current_node.square_board_size == 19
+
+    game.new_game(board_size=13)
+    assert game.current_node.square_board_size == 13
+
+
+@pytest.mark.parametrize("board_size", [9, 13, 19])
+def test_valid_board_sizes(board_size):
+    """Test that valid board sizes work correctly."""
+    game = GameLogic()
+    game.new_game(board_size=board_size)
+    assert game.current_node.square_board_size == board_size
+
+
+def test_policy_data_initialization():
+    """Test PolicyData initialization."""
+    policy_data = [0.1] * 361 + [0.05]  # 19x19 board + pass
+    policy = PolicyData(policy_data)
+    assert policy.pass_prob == 0.05
+    assert policy.grid.shape == (19, 19)
+
+
+def test_policy_data_grid_from_data():
+    """Test PolicyData grid creation."""
+    policy_data = [0.1] * 81 + [0.05]  # 9x9 board + pass
+    grid = PolicyData.grid_from_data(policy_data)
+    assert grid.shape == (9, 9)
diff --git a/tests/test_utils.py b/tests/test_utils.py
new file mode 100644
index 0000000..fcb826b
--- /dev/null
+++ b/tests/test_utils.py
@@ -0,0 +1,6 @@
+from shape import utils
+
+
+def test_utils_module_exists():
+    """Test that utils module can be imported."""
+    assert utils is not None
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..dddf34b
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,487 @@
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+    { name = "sniffio" },
+    { name = "typing-extensions" },
+]
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