(no commit message)

CONTRIBUTING.md

@@ -0,0 +1,64 @@
+# Contributing to Modaic
+## Finding an Issue to Work On
+- Check the [issues](https://github.com/modaic-ai/modaic/issues) page for open issues.
+- If you are new to the project, start with the [good first issue](https://github.com/modaic-ai/modaic/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22) label.
+- Also check the [help wanted](https://github.com/modaic-ai/modaic/issues?q=is%3Aissue+is%3Aopen+label%3A%22help+wanted%22) label for issues that are more complex but still manageable.
+- If you have questions about an issue, ask in the comments.
+- If you want to work on an issue, comment on the issue that you will work on it.
+- If you have already started working on an issue, let us know in the comments.
+
+## Setting up the Development Environment
+- First, fork the repository and clone it locally. 
+- We use [uv](https://docs.astral.sh/uv/) to manage the dependencies. Refer to the site for installation instructions. 
+- Then install the development dependencies with the following command:
+```bash
+cd modaic
+uv sync --dev
+```
+
+## Code Style and Formatting
+**Comments**
+
+Include docstrings for all public functions and classes.
+Do not use # comments unless they are prefixed with a code tag and are necessary for the code to be understandable. We use the following code tags:
+- `# CAVEAT:` - A heads-up that there’s something tricky or non-obvious here that the reader should keep in mind.
+- `# NOTE:` - A note to the reader offering some necessary context.
+- `# TODO:` - Something needs to be done.
+- `# DOCME:` - Needs to be documented.
+- `# BUG:` - Something is wrong.
+- `# FIXME:` - Something needs to be fixed.
+- `# HACK:` - A temporary ugly workaround solution that is hacky and should be changed.
+To get the most use out of code tags, I recommend you install the [TODO Tree Extension](https://marketplace.visualstudio.com/items?itemName=Gruntfuggly.todo-tree)
+
+**Formatting**
+
+We use the ruff linter/formatter to check for code style and formatting. It is installed with the dev dependencies. To use it, install the [Ruff Extension](https://marketplace.visualstudio.com/items?itemName=charliermarsh.ruff) on VSCode. Make sure your VSCode python interpreter is set to the python path in the `.venv` created by uv. You can change it by pressing `Ctrl+Shift+P` on windows and `Cmd+Shift+P` on Mac and typing `Python: Select Interpreter`. You should see one named `.venv`. This will ensure the formatter rules match the modaic specific formatting.
+
+When working with ruff, you may find these settings useful for auto-formatting code. You can add these to your VSCode user settings. (cmd + shift + p -> "Preferences: Open Workspace Settings (JSON)")
+```json
+  "editor.formatOnSave": true,
+  "ruff.path": ["ruff"],
+  "[python]": {
+    "editor.defaultFormatter": "charliermarsh.ruff",
+    "editor.formatOnSave": true,
+    "editor.codeActionsOnSave": {
+      "source.fixAll": "explicit"
+    }
+  }
+```
+
+## Contributing to the Documentation
+- Follow instructions for setting up the local development environment [above](#setting-up-the-development-environment). 
+- Next ensure you have [node](https://nodejs.org/en/download/) installed. 
+- Install the node dependencies for the documentation.
+```bash
+npm install
+```
+- To run the documentation locally with live reload, run the following command:
+```bash
+npm run dev
+```
+- To build the documentation, run the following command:
+```bash
+npm run build
+```

LICENSE

@@ -0,0 +1,31 @@
+MIT License
+
+Copyright (c) 2025 Modaic Inc
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
+
+---
+
+Additional Terms:
+
+1. You may not modify this Software in any way that changes the default hub
+   endpoint, nor distribute derivative works that route agents or models to
+   a hub other than modaic.dev.
+
+2. All other rights are granted as per the MIT License.

README.md

@@ -1,2 +1,97 @@
-# new-probe
+[![Docs](https://img.shields.io/badge/docs-available-brightgreen.svg)](https://docs.modaic.dev)
+[![PyPI](https://img.shields.io/pypi/v/modaic)](https://pypi.org/project/modaic/)
 
+
+# Modaic 🐙
+Modular + Mosaic, a Python framework for composing and maintaining DSPy applications.
+
+## Key Features
+
+- **Hub Support**: Load and share precompiled DSPY programs from Modaic Hub
+- **Program Framework**: Precompiled and auto-loading DSPY programs
+- **Automated LM Judge Alignment**: Continuously align your LM judges to your preferences while staying at the pareto frontier!
+
+Never lose your progress again.
+Save everything you need to compare and reproduce optimization runs with GEPA, MIPROv2, etc. - architecture, hyperparameters, precompiled prompts, predictions, git commits, and even datasets - in 5 minutes. Modaic is free for personal use and academic projects, and it's easy to get started.
+
+## Installation
+
+### Using uv (recommended)
+
+```bash
+uv add modaic
+```
+
+Optional (for hub operations):
+
+```bash
+export MODAIC_TOKEN="<your-token>"
+```
+
+### Using pip
+Please note that you will not be able to push DSPY programs to the Modaic Hub with pip.
+```bash
+pip install modaic
+```
+## Quick Start
+
+### Creating a Simple Program
+
+```python
+from modaic import PrecompiledProgram, PrecompiledConfig
+
+class WeatherConfig(PrecompiledConfig):
+    weather: str = "sunny"
+
+class WeatherProgram(PrecompiledProgram):
+    config: WeatherConfig
+
+    def __init__(self, config: WeatherConfig, **kwargs):
+        super().__init__(config, **kwargs)
+
+    def forward(self, query: str) -> str:
+        return f"The weather in {query} is {self.config.weather}."
+
+weather_program = WeatherProgram(WeatherConfig())
+print(weather_program(query="Tokyo"))
+weather_program.push_to_hub("me/my-weather-program")
+```
+
+Save and load locally:
+
+```python
+weather_program.save_precompiled("./my-weather")
+
+from modaic import AutoProgram, AutoConfig
+
+cfg = AutoConfig.from_precompiled("./my-weather", local=True)
+loaded = AutoProgram.from_precompiled("./my-weather", local=True)
+print(loaded(query="Kyoto"))
+```
+
+from hub:
+
+```python
+from modaic import AutoProgram, AutoConfig
+
+loaded = AutoProgram.from_precompiled("me/my-weather-program", rev="v2.0.0")
+print(loaded(query="Kyoto"))
+```
+
+## Architecture
+### Program Types
+
+1. **PrecompiledProgram**: Statically defined programs with explicit configuration
+2. **AutoProgram**: Dynamically loaded programs from Modaic Hub or local repositories
+## Support
+
+For issues and questions:
+- GitHub Issues: `https://github.com/modaic-ai/modaic/issues`
+- Docs: `https://docs.modaic.dev`
+
+## Development
+
+install development dependencies:
+```bash
+uv sync --all-extras
+```

probe.json

@@ -0,0 +1 @@
+{"probe_version":"v1","embedding_dim":768,"model_path":"Qwen/Qwen3-VL-32B-Instruct","dropout":0.0,"layer_index":1,"num_layers":null,"probe_type":"linear"}