amux for Python Developers

Python's ecosystem is vast. amux lets you work on multiple packages, modules, and migrations simultaneously.

Why Python + amux Works

Python projects often sprawl: multiple packages in a monorepo, dozens of test modules, long migration chains, data pipelines with many stages. The natural way to speed this up is parallelism — and amux gives you that at the agent level.

• One agent per package: Migrating a monorepo from Python 3.9 to 3.12? Assign one agent per package. They run simultaneously and the work is done in hours instead of days.
• One agent per test module: Run 10 agents writing unit tests across 10 test files. Cover an entire module in a single afternoon.
• Dependency upgrade agents: When a major dependency (Django, SQLAlchemy, Pydantic) releases a breaking version, use agents to handle the migration per-module, coordinated via the board.
• Type annotation blitzes: Adding mypy or pyright to a large untyped codebase? One agent per file or module, all running in parallel.

Python-Specific Workflows

# Register separate agents for different parts of your Python project
amux register auth-agent --dir ~/myproject --yolo
amux register api-agent --dir ~/myproject --yolo
amux register tests-agent --dir ~/myproject --yolo

# Start them all
amux start auth-agent api-agent tests-agent

# Assign tasks via the board
curl -sk -X POST https://localhost:8822/api/board \
  -d '{"title":"Migrate auth/ to Pydantic v2","session":"auth-agent"}'

Data Science and ML

Python is the lingua franca of ML. Use amux to run parallel agents for:

• Generating model training scripts across multiple architectures
• Writing data validation and cleaning pipelines
• Implementing paper reproductions in parallel
• Generating experiment notebooks and evaluation harnesses

Async by Nature

Python developers are already familiar with async thinking (asyncio, Celery, multiprocessing). amux applies the same pattern to AI agents: fire off tasks, check back when they're done, aggregate results.

git clone https://github.com/mixpeek/amux && cd amux && ./install.sh
amux register myproject --dir ~/Dev/myproject --yolo
amux start myproject
amux serve  # → https://localhost:8822