modaic 0.11.0

Modular Agent Infrastructure Collection, a python framework for managing and sharing DSPy agents

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)

uv add modaic

Optional (for hub operations):

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.

pip install modaic

Quick Start

Creating a Simple Program

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:

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:

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:

uv sync --all-extras